{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ABU量化系统使用文档 \n",
    "\n",
    "<center>\n",
    "        <img src=\"./image/abu_logo.png\" alt=\"\" style=\"vertical-align:middle;padding:10px 20px;\"><font size=\"6\" color=\"black\"><b>第11节 期货市场的回测</b></font>\n",
    "</center>\n",
    "\n",
    "-----------------\n",
    "\n",
    "\n",
    "作者: 阿布\n",
    "\n",
    "阿布量化版权所有 未经允许 禁止转载\n",
    "\n",
    "[abu量化系统github地址](https://github.com/bbfamily/abu) (欢迎+star)\n",
    "\n",
    "[本节ipython notebook](https://github.com/bbfamily/abu/tree/master/abupy_lecture)\n",
    "\n",
    "上一节讲解的是比特币，莱特币市场的回测，以及使用abupy内置模块对市场进行分析优化策略，提高系统的稳定性，本节主要示例期货市场的回测。\n",
    "\n",
    "首先导入本节需要使用的abupy中的模块： "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "enable example env will only read RomDataBu/df_kl.h5\n"
     ]
    }
   ],
   "source": [
    "# 基础库导入\n",
    "\n",
    "from __future__ import print_function\n",
    "from __future__ import division\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "warnings.simplefilter('ignore')\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "import os\n",
    "import sys\n",
    "# 使用insert 0即只使用github，避免交叉使用了pip安装的abupy，导致的版本不一致问题\n",
    "sys.path.insert(0, os.path.abspath('../'))\n",
    "import abupy\n",
    "\n",
    "# 使用沙盒数据，目的是和书中一样的数据环境\n",
    "abupy.env.enable_example_env_ipython()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from abupy import AbuFactorAtrNStop, AbuFactorPreAtrNStop, AbuFactorCloseAtrNStop, AbuFactorBuyBreak\n",
    "from abupy import abu, EMarketTargetType, AbuMetricsBase, ABuSymbolPd, tl, get_price, ABuMarketDrawing\n",
    "from abupy import AbuFuturesCn, AbuFuturesGB, ABuProgress"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "abupy中内置的期货沙盒数据有如下交易品种\n",
    "\n",
    "#### 期货市场：\n",
    "\n",
    "V0(PVC)\n",
    "P0(棕榈)\n",
    "M0(豆粕)\n",
    "I0(铁矿石)\n",
    "JD0(鸡蛋)\n",
    "L0(塑料)\n",
    "PP0(PP)\n",
    "FB0(纤维板)\n",
    "BB0(胶合板)\n",
    "Y0(豆油)\n",
    "C0(玉米)\n",
    "A0(豆一)\n",
    "B0(豆二)\n",
    "J0(焦炭)\n",
    "JM0(焦煤)\n",
    "CS0(玉米淀粉)\n",
    "TA0(PTA)\n",
    "OI0(菜油)\n",
    "RS0(菜籽)\n",
    "RM0(菜粕)\n",
    "ZC0(动力煤)\n",
    "WH0(强麦)\n",
    "JR0(粳稻)\n",
    "SR0(白糖)\n",
    "CF0(棉花)\n",
    "RI0(早籼稻)\n",
    "MA0(郑醇)\n",
    "FG0(玻璃)\n",
    "LR0(晚籼稻)\n",
    "SF0(硅铁)\n",
    "SM0(锰硅)\n",
    "FU0(燃油)\n",
    "AL0(沪铝)\n",
    "RU0(橡胶)\n",
    "ZN0(沪锌)\n",
    "CU0(沪铜)\n",
    "AU0(黄金)\n",
    "RB0(螺纹钢)\n",
    "WR0(线材)\n",
    "PB0(沪铅)\n",
    "AG0(白银)\n",
    "BU0(沥青)\n",
    "HC0(热轧卷板)\n",
    "SN0(沪锡)\n",
    "NI0(沪镍)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 期货市场的特点\n",
    "\n",
    "期货市场与之前示例讲解的股票市场，比特币市场有很大区别，期货的意思其实就是未来的商品。\n",
    "\n",
    "下面首先使用AbuFuturesCn输出默认期货产品："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>symbol</th>\n",
       "      <th>product</th>\n",
       "      <th>min_deposit</th>\n",
       "      <th>min_unit</th>\n",
       "      <th>commission</th>\n",
       "      <th>exchange</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>V0</td>\n",
       "      <td>PVC</td>\n",
       "      <td>0.07</td>\n",
       "      <td>5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>DCE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>P0</td>\n",
       "      <td>棕榈</td>\n",
       "      <td>0.07</td>\n",
       "      <td>10</td>\n",
       "      <td>2.5</td>\n",
       "      <td>DCE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>B0</td>\n",
       "      <td>豆二</td>\n",
       "      <td>0.05</td>\n",
       "      <td>10</td>\n",
       "      <td>2.0</td>\n",
       "      <td>DCE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M0</td>\n",
       "      <td>豆粕</td>\n",
       "      <td>0.07</td>\n",
       "      <td>10</td>\n",
       "      <td>1.5</td>\n",
       "      <td>DCE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I0</td>\n",
       "      <td>铁矿石</td>\n",
       "      <td>0.10</td>\n",
       "      <td>100</td>\n",
       "      <td>8.0</td>\n",
       "      <td>DCE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>JD0</td>\n",
       "      <td>鸡蛋</td>\n",
       "      <td>0.08</td>\n",
       "      <td>5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>DCE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>L0</td>\n",
       "      <td>塑料</td>\n",
       "      <td>0.07</td>\n",
       "      <td>5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>DCE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>PP0</td>\n",
       "      <td>PP</td>\n",
       "      <td>0.07</td>\n",
       "      <td>5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>DCE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>FB0</td>\n",
       "      <td>纤维板</td>\n",
       "      <td>0.20</td>\n",
       "      <td>500</td>\n",
       "      <td>10.0</td>\n",
       "      <td>DCE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>BB0</td>\n",
       "      <td>胶合板</td>\n",
       "      <td>0.20</td>\n",
       "      <td>500</td>\n",
       "      <td>10.0</td>\n",
       "      <td>DCE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  symbol product  min_deposit  min_unit  commission exchange\n",
       "0     V0     PVC         0.07         5         2.0      DCE\n",
       "1     P0      棕榈         0.07        10         2.5      DCE\n",
       "2     B0      豆二         0.05        10         2.0      DCE\n",
       "3     M0      豆粕         0.07        10         1.5      DCE\n",
       "4     I0     铁矿石         0.10       100         8.0      DCE\n",
       "5    JD0      鸡蛋         0.08         5         6.0      DCE\n",
       "6     L0      塑料         0.07         5         2.0      DCE\n",
       "7    PP0      PP         0.07         5         4.0      DCE\n",
       "8    FB0     纤维板         0.20       500        10.0      DCE\n",
       "9    BB0     胶合板         0.20       500        10.0      DCE"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "futures = AbuFuturesCn()\n",
    "futures.futures_cn_df[:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如上所示PVC，豆粕，鸡蛋，胶合板等都是所做的期货具体商品，比如上面的鸡蛋一行：\n",
    "\n",
    "* JD0为交易品种代码，注意这里请求的并非某一个具体合约代码，比如JD1709是具体的17年9月鸡蛋合约，因为做量化需要连续的数据，所以请求的都是合约的连续数据："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>date</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>date_week</th>\n",
       "      <th>p_change</th>\n",
       "      <th>atr21</th>\n",
       "      <th>atr14</th>\n",
       "      <th>key</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-07-19</th>\n",
       "      <td>4010.0</td>\n",
       "      <td>4014.0</td>\n",
       "      <td>4044.0</td>\n",
       "      <td>3980.0</td>\n",
       "      <td>261010.0</td>\n",
       "      <td>2.0171e+07</td>\n",
       "      <td>3980.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.854</td>\n",
       "      <td>121.3174</td>\n",
       "      <td>119.5453</td>\n",
       "      <td>499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-20</th>\n",
       "      <td>4020.0</td>\n",
       "      <td>3972.0</td>\n",
       "      <td>4027.0</td>\n",
       "      <td>3960.0</td>\n",
       "      <td>246308.0</td>\n",
       "      <td>2.0171e+07</td>\n",
       "      <td>4014.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-1.046</td>\n",
       "      <td>116.3795</td>\n",
       "      <td>112.5392</td>\n",
       "      <td>500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-21</th>\n",
       "      <td>3982.0</td>\n",
       "      <td>3969.0</td>\n",
       "      <td>3998.0</td>\n",
       "      <td>3956.0</td>\n",
       "      <td>185056.0</td>\n",
       "      <td>2.0171e+07</td>\n",
       "      <td>3972.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-0.076</td>\n",
       "      <td>111.0722</td>\n",
       "      <td>105.2673</td>\n",
       "      <td>501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-24</th>\n",
       "      <td>3948.0</td>\n",
       "      <td>3897.0</td>\n",
       "      <td>3949.0</td>\n",
       "      <td>3868.0</td>\n",
       "      <td>252108.0</td>\n",
       "      <td>2.0171e+07</td>\n",
       "      <td>3969.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.814</td>\n",
       "      <td>110.4293</td>\n",
       "      <td>105.0983</td>\n",
       "      <td>502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-25</th>\n",
       "      <td>3941.0</td>\n",
       "      <td>3990.0</td>\n",
       "      <td>4025.0</td>\n",
       "      <td>3930.0</td>\n",
       "      <td>347104.0</td>\n",
       "      <td>2.0171e+07</td>\n",
       "      <td>3897.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.386</td>\n",
       "      <td>109.0267</td>\n",
       "      <td>103.7519</td>\n",
       "      <td>503</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              open   close    high     low    volume        date  pre_close  \\\n",
       "2017-07-19  4010.0  4014.0  4044.0  3980.0  261010.0  2.0171e+07     3980.0   \n",
       "2017-07-20  4020.0  3972.0  4027.0  3960.0  246308.0  2.0171e+07     4014.0   \n",
       "2017-07-21  3982.0  3969.0  3998.0  3956.0  185056.0  2.0171e+07     3972.0   \n",
       "2017-07-24  3948.0  3897.0  3949.0  3868.0  252108.0  2.0171e+07     3969.0   \n",
       "2017-07-25  3941.0  3990.0  4025.0  3930.0  347104.0  2.0171e+07     3897.0   \n",
       "\n",
       "            date_week  p_change     atr21     atr14  key  \n",
       "2017-07-19        2.0     0.854  121.3174  119.5453  499  \n",
       "2017-07-20        3.0    -1.046  116.3795  112.5392  500  \n",
       "2017-07-21        4.0    -0.076  111.0722  105.2673  501  \n",
       "2017-07-24        0.0    -1.814  110.4293  105.0983  502  \n",
       "2017-07-25        1.0     2.386  109.0267  103.7519  503  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ABuSymbolPd.make_kl_df('JD0').tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* min_uni的意思是交易每一手的数量，单位对应产品各不相同，比如鸡蛋这里的5的意思是5吨/手，胶合板的500的意思是500张/手\n",
    "* commission的意思是每一手的手续费，不同品种手续费不一样\n",
    "* min_deposit的意思是最低交易保证金比例，0.08的意思是8%做为最低保证金，期货使用保证金制度\n",
    "\n",
    "比如上面看到的2017-07-19鸡蛋收盘价格为4014元/吨，如果你觉着还能涨，那就买入看涨合约，鸡蛋min_unit=5吨/手, 如果买20手，需要保证金账号里最少有多少钱呢？计算如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "商品价值401400, 总数量100顿鸡蛋, 保证金32112.0\n"
     ]
    }
   ],
   "source": [
    "print('商品价值{}, 总数量{}顿鸡蛋, 保证金{}'.format(20 * 5 * 4014, 20 * 5, 20 * 5 * 4014 * 0.08))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如上所示保证金大概3万多块钱可以撬动价值40万的100吨鸡蛋商品，实际上这就是期货市场高风险高收益的根源，本来需要用40万能做的买卖，在期货市场用3万就能做，看似缩小了成本，但是比如你真有40万，你在期货市场不会还只做3万的买卖了，你将变成做400万的买卖，买卖做大了，风险和收益自然也大了。\n",
    "\n",
    "下面让时间继续来到了2017-07-20日，由于你是买入的看涨，今天收盘价格下跌到3972，那么你今天就赔钱了，一共赔了：100吨 * (4014 - 3972)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4200"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(4014 - 3972) * 100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "假设你保证金账号里一共有35000，那么这时：35000 - 4200 = 30800, 还剩30800，现在的价格是3972元/吨，重新计算需要的保证金如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "31776.0"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "20 * 5 * 3972 * 0.08"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "需要保证金31776，那么帐户里的钱就不够了，就会被期货公司强行平仓，实际上上面只是举例子，期货公司不会让帐户里的钱不够这种情况出现，帐户里资金不多时候，就会要求你继续追加保证金了。\n",
    "\n",
    "下面假设帐户里的保证金很充足，时间继续向前，到了2017-07-25，当日的最高价格为4025，如果你真的以最高价格卖出了合约："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1100"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(4025 - 4014) * 100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如上所示将最终赚钱1100块。\n",
    "\n",
    "上面说的合约是在2017-07-19买的看涨合约期货，假如你在2017-07-19买的是看跌合约，好多人不理解看跌怎么挣钱，实际上看跌合约可理解为你向交易所借钱买入了商品然后马上卖出了，然后你的期望是价格下跌，然后当价格足够低的时候你再买入卖出，这样除了还给交易所之前借的钱之外，你还能获取这两次买卖的差价。\n",
    "\n",
    "那么比如上面在2017-07-19以4014元/吨买入的是看跌合约，初始保证金和买入看涨合约时是一样的，然后假如你在2017-07-25，以当日的最低价格3930卖出了合约将最终获利8400元，如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8400"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(4014 - 3930) * 100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "再说个极端情况，假如2017-07-25是合约的最后交割日，那么是不是真的能提取100吨鸡蛋现货呢？\n",
    "\n",
    "在你开户的时候就会让你选择你的账户类型：保值或者投机，但其实只有有资格的认证企业才能选保值，对于个人都只能选投机，投机是没有资格真的在交割日期进行提取现货的，只有企业账户才有资格，所以如果你真的在交割日还持有合约，交易所会强行平仓。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2 看涨合约的回测\n",
    "\n",
    "下面首先还是和之前的章节使用一样的卖出因子，和初始资金量，唯一不同的是设置g_market_target为E_MARKET_TARGET_FUTURES_CN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "abupy.env.g_market_target = EMarketTargetType.E_MARKET_TARGET_FUTURES_CN\n",
    "\n",
    "#买入因子，卖出因子等依然使用相同的设置，如下所示：\n",
    "read_cash = 3000000\n",
    "\n",
    "# 卖出因子继续使用上一节使用的因子\n",
    "sell_factors = [\n",
    "    {'stop_loss_n': 1.0, 'stop_win_n': 3.0,\n",
    "     'class': AbuFactorAtrNStop},\n",
    "    {'class': AbuFactorPreAtrNStop, 'pre_atr_n': 1.5},\n",
    "    {'class': AbuFactorCloseAtrNStop, 'close_atr_n': 1.5}\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "买入因子组合稍微变动，之前使用的都是42， 60天突破，改为使用21，42天突破，上一节在示例讲解比特币市场时演示过通过ABuKLUtil.resample_close_mean计算出比特币市场应该选择的周期在10天上下，期货市场这里的周期选择实际上是因为市场的特点所改变的，因为期货有限定的交割周期，且很多期货产品有着明显的季节性。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 买入因子依然延用AbuFactorBuyBreak，周期改变为21，42\n",
    "buy_factors = [{'xd': 21, 'class': AbuFactorBuyBreak},\n",
    "               {'xd': 42, 'class': AbuFactorBuyBreak}]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pid:72151 pick times complete:100.0%\n",
      "pid:72148 done!\n",
      "pid:72150 done!\n",
      "pid:72151 done!\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:555\n",
      "胜率:48.1081%\n",
      "平均获利期望:9.0533%\n",
      "平均亏损期望:-4.8457%\n",
      "盈亏比:1.9529\n",
      "策略收益: 31.8571%\n",
      "基准收益: 17.8802%\n",
      "策略年化收益: 15.9286%\n",
      "基准年化收益: 8.9401%\n",
      "策略买入成交比例:61.7792%\n",
      "策略资金利用率比例:67.6269%\n",
      "策略共执行504个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": 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P6LWDb3JfWnG/lSzR5W9/e5E5c+ZyxRVXsW3bFtavX9dj/9SpRezZs5tp0yzs3RseJpea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\nJzZmZmZmZrbZ88TGzMzMzMw2e/8DyLB3ySRpUNIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11949cbe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "abupy.beta.atr.g_atr_pos_base = 0.03\n",
    "abu_result_tuple, kl_pd_manger = abu.run_loop_back(read_cash,\n",
    "                                                   buy_factors,\n",
    "                                                   sell_factors,\n",
    "                                                   n_folds=2,\n",
    "                                                   choice_symbols=None)\n",
    "AbuMetricsBase.show_general(*abu_result_tuple, only_show_returns=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3 看跌合约的回测\n",
    "\n",
    "看跌合约的回测首先需要一个看跌买入因子，下面的代码即示例向下突破做为买入因子的put策略："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from abupy import AbuFactorBuyXD, BuyPutMixin\n",
    "\n",
    "class AbuFactorBuyPutXDBK(AbuFactorBuyXD, BuyPutMixin):\n",
    "    \"\"\"示例继承AbuFactorBuyXD完成反向突破买入择时类\"\"\"\n",
    "    def fit_day(self, today):\n",
    "        \"\"\"\n",
    "        针对每一个交易日拟合买入交易策略，寻找向上突破买入机会\n",
    "        :param today: 当前驱动的交易日金融时间序列数据\n",
    "        \"\"\"\n",
    "        # 与AbuFactorBuyBreak区别就是买向下突破的，即min()\n",
    "        if today.close == self.xd_kl.close.min():\n",
    "            return self.buy_tomorrow()\n",
    "        return None\n",
    "    \n",
    "# 通过import的方式导入AbuFactorBuyPutBreak，因为在windows系统上，启动并行后，在ipython notebook中定义的类会在子进程中无法找到\n",
    "from abupy import AbuFactorBuyPutBreak"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上AbuFactorBuyPutBreak即是完成了向下突破put策略的代码，最大特点就是因子混入BuyPutMixin，即做为反向策略，看跌。\n",
    "\n",
    "下面使用21天，42天向下突破看跌策略做为买入因子组合，其它都不变，代码如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pid:72191 pick times complete:100.0%\n",
      "pid:72188 done!\n",
      "pid:72187 done!\n",
      "pid:72191 done!\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:533\n",
      "胜率:40.5253%\n",
      "平均获利期望:5.2618%\n",
      "平均亏损期望:-4.6178%\n",
      "盈亏比:0.7937\n",
      "策略收益: 3.0812%\n",
      "基准收益: 17.8802%\n",
      "策略年化收益: 1.5406%\n",
      "基准年化收益: 8.9401%\n",
      "策略买入成交比例:66.2362%\n",
      "策略资金利用率比例:63.4951%\n",
      "策略共执行504个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": 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wLMBqHf5w6Nmz5/Dtb19Neno6+fn5LFy4OOn7fzglGqlNVC0t3RN7B5Nkqg+Dmsjk2KeO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fpBtVW2cM+mNwLQ4KzDair2XbmtG6cEtHaeDs9yuCkTqUkjSQmK31uVmEyHjHK2bX7NzROx1AKB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\n4Vr/C1GKXyesL4O3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1194b6438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "buy_factors = [{'xd': 21, 'class': AbuFactorBuyPutBreak},\n",
    "               {'xd': 42, 'class': AbuFactorBuyPutBreak}]\n",
    "abu_result_tuple, kl_pd_manger = abu.run_loop_back(read_cash,\n",
    "                                                   buy_factors,\n",
    "                                                   sell_factors,\n",
    "                                                   n_folds=2,\n",
    "                                                   choice_symbols=None)\n",
    "AbuMetricsBase.show_general(*abu_result_tuple, only_show_returns=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面拿出交易单的一个看看，可以发现expect_direction列值是-1, buy_type_str显示为put，如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>buy_date</th>\n",
       "      <th>buy_price</th>\n",
       "      <th>buy_cnt</th>\n",
       "      <th>buy_factor</th>\n",
       "      <th>symbol</th>\n",
       "      <th>buy_pos</th>\n",
       "      <th>buy_type_str</th>\n",
       "      <th>expect_direction</th>\n",
       "      <th>sell_type_extra</th>\n",
       "      <th>sell_date</th>\n",
       "      <th>sell_price</th>\n",
       "      <th>sell_type</th>\n",
       "      <th>ml_features</th>\n",
       "      <th>key</th>\n",
       "      <th>profit</th>\n",
       "      <th>result</th>\n",
       "      <th>profit_cg</th>\n",
       "      <th>profit_cg_hunder</th>\n",
       "      <th>keep_days</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-08-05</th>\n",
       "      <td>20150805</td>\n",
       "      <td>8402.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>AbuFactorBuyPutBreak:21</td>\n",
       "      <td>L0</td>\n",
       "      <td>AbuAtrPosition</td>\n",
       "      <td>put</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>AbuFactorCloseAtrNStop:close_atr_n=1.5</td>\n",
       "      <td>20150907</td>\n",
       "      <td>9075.0</td>\n",
       "      <td>loss</td>\n",
       "      <td>None</td>\n",
       "      <td>21</td>\n",
       "      <td>-10087.5</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>-8.0036</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            buy_date  buy_price  buy_cnt               buy_factor symbol  \\\n",
       "2015-08-05  20150805     8402.5     15.0  AbuFactorBuyPutBreak:21     L0   \n",
       "\n",
       "                   buy_pos buy_type_str  expect_direction  \\\n",
       "2015-08-05  AbuAtrPosition          put              -1.0   \n",
       "\n",
       "                                   sell_type_extra  sell_date  sell_price  \\\n",
       "2015-08-05  AbuFactorCloseAtrNStop:close_atr_n=1.5   20150907      9075.0   \n",
       "\n",
       "           sell_type ml_features  key   profit  result  profit_cg  \\\n",
       "2015-08-05      loss        None   21 -10087.5      -1      -0.08   \n",
       "\n",
       "            profit_cg_hunder  keep_days  \n",
       "2015-08-05           -8.0036         33  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "abu_result_tuple.orders_pd.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "卖出因子在support_direction实现中需要声明自己支持的买入因子类型，且在fit_day中根据不同交易方向做处理，如下AbuFactorPreAtrNStop示例所示：\n",
    "\n",
    "    class AbuFactorPreAtrNStop(AbuFactorSellBase):\n",
    "        \"\"\"示例单日最大跌幅n倍atr(止损)风险控制因子\"\"\"\n",
    "\n",
    "        def _init_self(self, **kwargs):\n",
    "            \"\"\"kwargs中可选参数pre_atr_n: 单日最大跌幅止损的atr倍数\"\"\"\n",
    "\n",
    "            self.pre_atr_n = g_default_pre_atr_n\n",
    "            if 'pre_atr_n' in kwargs:\n",
    "                # 设置下跌止损倍数\n",
    "                self.pre_atr_n = kwargs['pre_atr_n']\n",
    "                self.sell_type_extra = '{}:pre_atr={}'.format(self.__class__.__name__, self.pre_atr_n)\n",
    "\n",
    "        def support_direction(self):\n",
    "            \"\"\"单日最大跌幅n倍atr(止损)因子支持两个方向\"\"\"\n",
    "            return [ESupportDirection.DIRECTION_CAll.value, ESupportDirection.DIRECTION_PUT.value]\n",
    "\n",
    "        def fit_day(self, today, orders):\n",
    "            \"\"\"\n",
    "            止损event：今天相比昨天的收益 * 买入时的期望方向 > today.atr21 * pre_atr_n\n",
    "            :param today: 当前驱动的交易日金融时间序列数据\n",
    "            :param orders: 买入择时策略中生成的订单序列\n",
    "            :return:\n",
    "            \"\"\"\n",
    "\n",
    "            for order in orders:\n",
    "                if (today.pre_close - today.close) * order.expect_direction > today.atr21 * self.pre_atr_n:\n",
    "                    # 只要今天的收盘价格比昨天收盘价格差大于一个差值就止损卖出, 亦可以使用其它计算差值方式\n",
    "                    self.sell_tomorrow(order)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面fit_day中根据order.expect_direction的值对正向，反向买入因子做处理，即：\n",
    "\n",
    "- 正向call看涨买入因子order.expect_direction的值为正1，则结果为今天相对昨天价格暴跌卖出\n",
    "- 反向put看跌买入因子order.expect_direction的值为正-1, 则结果为今天相对昨天价格暴涨卖出\n",
    "\n",
    "abupy中内置的几个卖出因子都实现了看涨和看跌两个方向，用户自己使用的卖出因子如果不考虑做期货等市场的情况下，则不需要支持看跌的买入因子。\n",
    "\n",
    "更多详情自行阅读AbuFactorPreAtrNStop等卖出因子源代码"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面同时使用向上突破看涨call策略和向下突破看跌put策略进行回测，如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pid:72229 pick times complete:100.0%\n",
      "pid:72226 done!\n",
      "pid:72228 done!\n",
      "pid:72229 done!\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:1088\n",
      "胜率:44.3934%\n",
      "平均获利期望:7.3621%\n",
      "平均亏损期望:-4.7259%\n",
      "盈亏比:1.3535\n",
      "策略收益: 39.1533%\n",
      "基准收益: 17.8802%\n",
      "策略年化收益: 19.5766%\n",
      "基准年化收益: 8.9401%\n",
      "策略买入成交比例:48.0418%\n",
      "策略资金利用率比例:84.0932%\n",
      "策略共执行504个交易日\n"
     ]
    },
    {
     "data": {
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9eJZqds7MpPdq1Boun3tx0rY/7H6MPa0HeGD7H1hYWMXL1W8CsN22izUVF4xoTLHuU8UJ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szxteXTV1AXQlzZzg0lPLSnWoIaIa5D8rdSiEXWNNpCMpVkOOjmL4//P/Z1vk4ylfvQ/sue/bzQ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\nhY2IiIiIiOS8/wevtvs/y7I9sgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a27cc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "buy_factors = [{'xd': 21, 'class': AbuFactorBuyPutBreak},\n",
    "               {'xd': 42, 'class': AbuFactorBuyPutBreak},\n",
    "               {'xd': 21, 'class': AbuFactorBuyBreak},\n",
    "               {'xd': 42, 'class': AbuFactorBuyBreak}]\n",
    "abu_result_tuple, kl_pd_manger = abu.run_loop_back(read_cash,\n",
    "                                                   buy_factors,\n",
    "                                                   sell_factors,\n",
    "                                                   n_folds=2,\n",
    "                                                   choice_symbols=None)\n",
    "AbuMetricsBase.show_general(*abu_result_tuple, only_show_returns=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. 位移路程比优化策略"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面的回测结果收益一般，上一节比特币的回测通过分析数据对参数进行优化，提高回测收益，港股回测那一节通过AbuTLine.show_least_valid_poly对策略进行优化，本节将根据期货的特点，编写一个选股策略对交易进行优化。\n",
    "\n",
    "上面的回测共交易的期货品种有38种，如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "40"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(set(abu_result_tuple.orders_pd.symbol))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "实际上没有必要涉及这么多的品种，下面根据期货的交易特点编写一个选股策略，选取更合适策略的期货品种。\n",
    "\n",
    "期货市场可以买涨也可以买跌，本节示例的策略使用向上突破买涨，向下突破买跌的策略，即多空都做，既然使用突破策略且突破策略使用参数为21天，42天这个突破周期对于期货市场来说并不短，那么期望买入的品种可以拥有一定的趋势，且有保持趋势一段时间的习惯，不希望品种的走势总是反复震荡，趋势总是短时间进行回复，并且也不希望走势太平稳，完全没有趋势形成。\n",
    "\n",
    "下面通过位移路程比来进行选股主策略，位移路程比的计算通过AbuTLine中的show_shift_distance实现，首先定义个lambda函数可视化选股周期的位移路程比sd_line："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sd_line = lambda sym: tl.AbuTLine(\n",
    "    ABuSymbolPd.make_kl_df(sym, start='2014-06-27', end='2015-07-07').close, '').show_shift_distance(\n",
    "    step_x=1.2, show_log=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用sd_line查看商品V0(PVC)在选股周期的位移路程比，如下所示，可以发现位移路程比值基本都在2以下，但也会有2以上的情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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evEX4+Axj9uzpBAcvo0yZ8rRund1teNq0yXh4eFOuXAVWrJhASEgwlpZWjB8/6Y2OKwiC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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a27ceb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sd_line('V0');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "类似上面的V0的走势是符合我们的交易策略，因为不管你上涨还是下跌，只要商品可以惯性的保持一段时间趋势，使用的向上突破和向下突破就都可以找到盈利机会。\n",
    "\n",
    "下面再看看商品FB0(纤维板)的位移路程比图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3D92A5OPHj9KpUxe9ACA4eBnvvfeRbvBxbGwMpqam7Ny5jTVrNqNSqfD0dKVV\nqzbI5U9ff93a2gZf38kAnDx5DC+v8bi4dMTLyx0HB39sbGy5ffsWcXGxeHqO0KWUW7Vqi1qtxsPD\nFYlEwpYt64sMxpKTk9i7dyfr14fqgriAgK9ISkoCICEhHmfnRsyY8c1zXmF9ERHh3LoVR0jIelQq\nFYMGfUbnzl2xtLTUbRMVdRlPz7F6k5WePHmcmzdjCQ3dSFpaGhMmjGHt2s2PPdaN+DTd4/L+YVtW\nJ0Z9Gs9aAau4VlEvr/HMnTuLvXt3YW5egYCAwKc6H0EQhAL/lq685uaGXXkPHTpApUqVaNPmbb1g\nprjJbDOycpEZSTE3y/8eUpXz71ehfCkpM/MlkBQVFTXI0dGxMnAO2O/o6NgMcOVB862jo2NVYCzQ\nEjAFTjg6Ov4WFRWlfJ6Tm55wiwNpKc/zEga6W1oxverjS7UGBS2he/denDkTBuSnlHv1+qjIAckF\nKeXu3XsVOfj4r7/O0LhxE+RyOXK5nOrVa3L9+jWcnJx1x9u9ewc//fQjUqkUJ6eGeHtPBGDfvt18\n990mMjIy8PWdjJVVZQIC/Bk8eBhhYaeIirrM9evXiI6+SmDgNIKD17J2bQj29rWZNm0W06ZNZurU\nybz33oekp6cxbdos1q1bTVpaGlu2bODEiWN6LUobNqwhOvoa5uYVSEpKYsWKpahUSlJT7zNw4FC2\nbdtCdPQ1Fi+e98wtSr/++jPZ2Vn07NlH9/6dnRtTr14DACQSCRqNxqBLVFTUFa5di+KHH77HyckZ\nD48xxMT8Q5s2bZFKpVSqVAmpVEpSUiLW1jbF/m1vJDwMZsr7h62JiQmzZs01WF74y62oqmUbNnyn\ne/zeex8arC9cEc3DY4zu8fjxkwy2HTPG54nPtyje3r54exsO0q9Vy77IL+mpU2fqPX/jjWp677Fq\n1TdYsiT4uc5JEAQB8rvytmvXHii+K++mTesYN84DW1s7GjZsRG6uSrfe2tqGjRvXcvDgPkDy2K68\n8fHxBl15t27dqOvKC+i68lpYPPtktkV15c3MNOzKe/DgfiQSCeHhZ3S/MebOXYS1tQ1Vq77Btm17\nOHBgL8uXL2bKlBlkZOdioTDWFdUp742FQvlSUjCzA9j54LEEUDs6OloDcwBvoKADfGvg5IPgReno\n6BgNvAWcpRzJzMxk2LAvSE9PJysrU7fcy8sdtVrNhQuRBAUtIScnm9TUVDw8vPRSyvHxd/jpp4NY\nWVlx4sR1WqUAAAAgAElEQVQxMjMzcXHpyNGjfyKTybh+PZrY2Bju3bvHm29qdQHAP/9cx9V1JF98\nMRgfHy9GjRrOrVs3ad68FcuWreLQoQMcOvQjffp8SkzMP2zbthWtVotWq0Wj0VCvXgMmTvTH2NiY\n7OxsJk/+mr17d1GrlgOxsbH07NmXn38+qAvGmjRpxoEDe/nww4/1WpQ0Gg3Vq9ekcuXKxMff1mtR\nCgjwZ/hwNzZsWPtcLUoFH6SFmZiYYGJiglqtJjAwgB49eutakwq0apU/O3q1atWZP38O+/bton59\nR7Zt20Lfvv25ezeBmJh/yMnJeezf+Eb8wxKC4sNWEMq+wi3IglCa/i1deY8dO0aTJs309lux4uH4\nxoJuddbWNsVOZpuRnYtNRTPkMiOg/I9JFcqXxwYzUVFRGQCOjo4W5Ac1U4G1gA+QXWhTSyC10PN0\noGJJB7eyUiB7cOMXZYWtEytKepEXaO3atWRkpFOzZg1iYq6jVucyd+4MjIyMMDKSEh5+ih49ulGj\nRg1++OEHTp06zM2bN5BI4OOP32fHju/x8fHm3XffZdeuXcybN49PP+1Dbm4u/fr1pnnz5nTs2JF7\n924TGXmanJxM9u7dQ0REBNOnT+e3334iLy+P/fv34+/vT0REBCYmWmrXrsHly+epXt2G+vXrs337\n90yePJmPP/6Yjh07MmjQIKysFFSoIKNCBTPq17cnPv4mFy9eZMKE8XTu/DYSiQQ7O0vkchm2tpWo\nW7c2WVlp+Pp6UaVKFdLTk6ha1ZY7dyoil8uoVesNfvzxAL//fgiVSkVaWiqDB3/B5s3radeuJaam\npjg41MTEREpiYgJt2rTC1tYCW1sL/P0nERoaSnT0VXx8PB9cXQ1KZSp16lQr8tqnpqbi6+tN69at\nGT16tMH6IUMG6rqddev2Eb/88gujRo3g5s1oxo/3oH79+jRq1Ig6dapjaWlR5DEysnO5m5yle26m\nkGNrW/S2z+JFvpbw7yPun6JNDTmFXGbEVNc2r/pUyjRx/7x4I0YMZdKkSYwd606dOnUwNTXB1tYC\nuVyGlZWCdu1aM3v2bMzMzJBKpcycORM7Ozu0Wg0bNqyiZ89urFy5nO3bN1O1alUyMtKwtbXAyEiK\nra0FJiYmKBRyLCxM6d27G5cunWPsWHfy8vIYPXo0HTt25MqVC4wbN5KsrCzeffdd7O2L7mJbnJCQ\npWRmZvDddxv47rsNAISGhjJt2tdMnTqVdetWUadOHT79tBdGRkZMmjQJb29vqlV7+F1d8H5tbS3w\n8vJk3rxZGBsbY2ZmRmBgIJWszMlR5VG5oinWlfO7GpuYGot78l+iLPydSywA4OjoWBPYAwQD14D6\nwEryu5M1dHR0XAL8CRR+NxZA8R3wH0hJySppk1IVExPD2LET6NChMwDvvNOeyZMDmD9/DrVqOdCg\nQSPOnYsgNDS/daRp07Y4OzcnIMCfKlXscXR0YsWKlezf/yOxsTEYG8upXr0OSqWSSpXsuHEjnuzs\nbIyNFVy4cIV69Zy4dy+dXbv2ERy8jp07t7FuXSi9evUmKSkJY2M5Fy9eJTU1m5ycXG7fTuTatWv0\n7/85sbExREaeJywsHLVaQ1JSBufP/0GjRs24ePEaJ06com7durRt25mTJ8+i1Wq5dy8dlUrNvXv3\nSUi4y8CBwxg+3JPNm9ezbt16rK1tiIn5B6lUyqRJkxg/fhLvv/8RM2dOpVIlK5KTs8jL05CYmIGJ\nSS5ZWSrS03OwsXmDw4f/4OOP++i1KL31VnO9FiWFwqrIyZWUyhw8PFwZMOBL3n//I4NttFotfft2\nY9WqddjZVeGPP45ib1+Pv/66iLl5JZYvD+Xu3QQCAwNQKiXFTuB0KSYZQDepV2Jy5gub7ElMWic8\nD3H/FE2j1XIhOpEKCmNxfR5D3D8vz5Qp+uPu7t1LZ9Gi/K6slpZ2rFixVm99WpqKNWu26J63adPJ\nYP/t2/eRlqYCVAwZMhKAxMQMRo3S7zKWmJjBiBFeBvs/jZEjxzFy5Di9ZenpuVSoYMPixSsB/ftn\n4sSpBscpeL/37qVTs2Z9li/Xr0oZE5f/3SqXScnOyh9dkHI/S9yT/wKlPGlmsetKKgBQBfgV8IqK\nivrjwWLnB+scgG1RUVHeD8bMzHZ0dDQlv1CAE3Dx+U+9dNWtW1cvpax9UPUKYODAISxePA9TUzPa\ntHn7QZUy/ZSyRCIlN1fF7du3UalUVKlSFWtrGxQKc7y9R6PVQpMmzZHJZHop5erVa9Cjx/tUqfIG\nNja2hIRsYP78OQ+6fdXQDcA3MzPDwaEOQUGr9aqd5ebmEhgYQIMGjvTp8yk+Pl5MmuTPoUMHdIPD\n5XIT3eDFyMi/ad36bb3B4cuXh2BtbcPIkcNIS0vl008/Z9Om9ezbt5s7d24bDC4v7GkGhxc1Zmbv\n3l3cuXOb/fv3sH//HgD8/QOIj7/D+fPnGDbMjcmTp/L11xMxMTHFwaE2PXr0Ji8vj5CQIPbs2Ylc\nLsfHx++xf9+YB4P/G9SsRMTVe6KbmSCUcakZKvI02nJfeVAQXmcFlcwszIwxNhJjZoTSJyn8g/1R\njo6OS4H+wJVCiz+KiorKLhTMtH2wrRvgTv7cNXOioqJ2lXTwe/fSiz/4K2BpKWfcOB8SE+9hb+9A\nZOTffP/9bl1/0YyMDJYuXaBXHaogAGjdui316zdg48Z1VKxYEVtbO6Kjr7Flyw/069edrVt3YmJi\nwsqVy7G3d+Cjj7qxZMl8rl6N0gsAgoIWc/nyf3UBwKMD+UqyZMkC/vzzN2rVstctW7hwGXfv3mXe\nvNnk5uZib++An98UjIyMiqwOVfB+7e0dAPjyy89YuXKtroJKgYiIcPbt22VQ3ayg/LNCocDb2wNL\ny4pMnjyN6OirujlAihIefobQ0JXIZDKsrKyYMmUmpqamJZZfvnjxAkuXLkAmM6JVq7YMH54/WPLQ\noQPs2bMTjUZDhw6dyLBsQ8TVewzoWp9tf1xj4HsN6Nri8cUgnpRoGRWeh7h/ihZ9K5U5W/5CIoE1\nk7qIsTPFEPeP8Dye9/65EpvCvO//pls7B5rUs2b2pr/4qE0tPu1S7wWepVAWlXJmptgvgMcGMy9b\nWQtmxBfC0ykumClw7lwEO3Z8z+zZ8zl06ACxsTF61bEe9fnnfVixIpTKla1ZtSoIa2sbqlWrzq5d\nP7BgwdJiyy8PHfoFs2fPo1q16kycOA539/ySkdOnf01QUAjGxnLWrg3hvznOgJQhH73Jsp3n+bRL\nXT5qY1/0yTwlce8Iz0PcP0U7/d+7hOy/BMCqCZ2QGxc/xvLfTNw/wvN43vsn/Mr/CN57kc+71sex\nViWmrz9L1xY1GPhegxd4lkJZVFaCGTFppvDEbt6M5ZtvZmBkJEOj0dCjR2/i4uKYMGEsKSnJtG/f\nAVfXkXh5uePtPZElSxaQmHiP0NCVHD78Ozk5OTRu/BYnThzj1q043etaWlZkzpz5LF++msqVrQHI\ny8tDLpeXWH45MzOD3FyVrsJL69ZvEx5+BoXCnDffbEhg4HSSkhLp+9kg/hOmpmk9G+QFpSNzS06D\nP2n2ycbGGh8f/xKzT8VN/hkSsoLw8DNIJBJGjfIymCSyuKwVwK1bcfj7+7Jp0/YS348glCdJaQ+r\nE+bk5olgRhDKoIJuZhXMRGlm4dUQwYzwxM6ePY2TkzOenuOIjPybmJh/UKlUfPPNAjQaDX37foKr\na/5gRmNjY8aO9WHfvl24uXlQvXoNYmNjcHHphItLpyJf38YmP0A5evRPIiLCGTFiFJGRfz+2/HJm\nZqbeRI0KhYI7d26Tm5tLZGQEq1atQ6lUMnzEMCybuuPwhsULKR05btwEID/7lD/XySo2bvzuwXss\nPpgpavLPq1ev8N//XmT16g0kJMQzefIENm78Xm+/hQvn6mWtDhzYy6efDuDnnw+yY8e2x054KQjl\nVVLqw//rSlUeKB6zsSAIr4QumFEYP/x+FcGMUIpEMCM8sW7derJ160YmTBiDuXkFWrduQ506dZHL\n5QAYGT3Z7TR37ixu3YojV60hR5WHzETBymXLkBsbsX37Vo4c+YOFC5djYmJC69ZtuXz5EmPGuOPg\nUBdHRycsLR9W/TY3Nyc7+2FVvKysLCpUsEChMKNZsxYoFOYoFOZYVn4DVcY9ar9hqWs5UhWRmXnW\n7NOSJUs4ePBQidmnoib/bNDgTRYuXI5EIiEhId5gbBJQZNYKwMLCkqCg1fTv3+uJrr0glCeFMzNK\nUQRAEMqkIjMzYp4ZoRSJYEZ4YidOHKVJk2YMH+7Ob7/9zOrVwTRs6PxE+0okEl3Vt0EjfFi6I5LE\n1ByMAC0QHvU/rv11iKioKyxZEoyJSX4Xqps3Y7Gzq8LKlet05ZcL/9g3N6+ATGbM7du3qFatOmfO\n/Idhw9wxNTVl9+4dKJVKNBoN8bdvUq1WN+pWq8j9jPzSkblqwx9Hz5p98vb2xsrKrsTsU1GTf/bt\n2x+ZTEZIyAp27tzO+PETDfYrKmsF0L59hye6/oJQHukFMyoRzAhCWVRkMCMaH4RSJIIZ4Ynlj0EJ\nYOPGtQ9+2H/G5cuXnmjfunXrsWnTOurVd+T0HWsSU3No3sAWS4UxR87d4XrsHdavD6VBgzeZMGEs\nAF27vs/HH3cvsvzyX3+d1ZVt9vX9ihkzpqDRaGjVqo2u2lm3bj3x8HBFo9VSsW4X6tSsgsJURlZO\n/gdvUWnwF519KlCQmfnkk566YKxDh04cOfKnbpuRI0czaNBQ3N2H0aRJM72ZngGDrJUgvM60Wq1e\nN7Mc8eNIEMokkZkRXjURzBRh8+b1nDhxjNzcXPr06Ue3br24dSuO2bOnI5FIqFOnLj4+fkilUr39\nrl2LYv78bzAyMqJmzVpMnjwVqVTK/v172LdvN0ZGRgwZ4vpEremF55EpkJSUyPr1a/D1nczRo4dZ\nuXIZffv2x86uCs7OjbCxsQVg0qTxzJu3WLefUqlk4MB+7Nx5QDdwvXAp5sLb/frrT3TvXnSXperV\na7By5doi1wHs3/8LAEFBqwGwt3fQDWRv0OBNvv9+Nz+fvsmNv6Jp61wF9+7OJKflcOTcHTLVJmzZ\nsgN/f19Wr97wyLWYrxs4v2jRt0D+wPn8+Wd8SE29j1wux8TElJEjR+v2++yzL/jssy+4dCOZhdvP\n8aa9FcDDbmZFBDMvKvs0efJUg/VarZYhQwboJv8MDz+Lo6MTf/11liNH/mTCBD/kchNkMplBCdqN\nG9caZK0E4XWWpVSTUygbIzIzglA2ZWTnYiSVYCrPHy8jkYgxM0LpEsHMIyIiwrlw4TwrV64lJyeH\n77/PLwO8fPki3Nw8aN68JfPnz+H48aN06tRFb99160IZNmwEb7/twowZUzh16gROTg3ZuXMba9Zs\nRqVS4enpSqtWbXQt/U/D2toGX9/JAJw8eQwvr/G4uHTEy8sdBwd/bGxsSUhIoEoVw0ClQMHA9aIk\nJydx4MDeYoOZ53U3JYs9x//BQmHM513rA1DJwgRjmZS/Tx/h7P7TxQ5kL2rgPORX8tq8+YfHzj9x\n5WYKAG/WKghmih+g+CKyTw0avMm7735gsF4ikRQ5+adEIuHw4d/x8BhOXp6GPn0+pVq16rrsU8+e\nfYrMWvXu3e+JzksQyqOCrIzMSIo6TyOCmTLsRTWYlTa1Ws0338wgPj6e3FwVQ4a44uLSqcTGS41G\nw8KFc4mOvoaxsTGTJ0+lRo2auvW//vozu3ZtJyRk/at4W6UuIzuXCmbGuu9hY5m0yMZCQXhZynQw\nM336FA4c2PtCX7N7915Mnx5Y7PozZ8KoW7ce/v6+ZGZmMnr0OACioq7QrFkLANq2bceZM6cNgpkG\nDRxJS0tDq9WSlZWJTCbj8uVLNG7cBLlcjlwup3r1mly/fg0np4et/bt37+Cnn35EKpXi5NQQb+/8\nMRP79u3mu+82kZGRga/vZKysKhMQ4M/gwcMICztFVNRlrl+/RnT0VQIDpxEcvJZTp47Trl17srKy\nmDlzCunp6XrdlQomxExNvU9Q0BJkMhmmpqYEBn7Lpk3riIm5wfr1oXzySQ8WLJiLSqUkKSkRNzdP\nOnbszJAhA2jatDnXr0cDMHfuIszNzVm8eB6XL18iN1eNq6s7HTp0ZtWqICIj/0aj0dC//xecjbcm\nKfYvOjSyxkKRn52SSiTYVTIj5n9GhCwPYcCA3kX+XYoaOJ+Wlkp6ejp+fuNJT0/nyy+HFpn1uhKb\nglQioX6N/MIBcuOCzIzhj6MXkX16nNat29K6dVuD5b6+Xxksa9GiFS1atALgyJGwx75uwXkJwuui\nYLzMG9YK4v6XIQoAlBOvssHsaf3yyyEsLSsxdeos0tJSGTr0C1xcOpXYeHn8+BFUKhUhIeu5ePEC\nQUGLmTt3EZBfnfLgwX28yjn8SltGVi5Wlg+7PhsbSVGLYEYoRWU6mHkVUlPvk5AQz7x5S4iPv42f\nnw/ffbcLrVara3VQKMzJzMww2LdGjZosWjSPjRvXYm5egWbNWnDkyB+Ym1fQbaNQKMjI0N/30KED\nTJjgh5OTM3v27EStVgPg6PgmQ4eO4NChAxw69CMDBw4GwMWlE0ePHtZ1Qzt79jQTJ/pjbGxMREQ4\nU6fOZNeuH6hduy4jR47m0qWLRESE6x3z+PGjvPPOu3z22RecOHGMtLR0Bg8ezvXr0Qwb5sbZs6cZ\nMGAgzZu35MKFSNauDaFjx85kZmby7rsfMH78JGbMmEJY2EmMjeWkpt4nNHQTaWlpbN++FZnMmPj4\n26xcuRalUsmQYYMwcRpCx07vMaZvY71zsbMy43ZlR9Ta4m/HogbOu7h0YsCAL/n00wGkp6fh4eFK\nw4bOWFlV1u2XrVRzIz6d2m9YYGaS//pGUolIg/8LPemcQZaWFZk8eVqJcwYVN/dPQddHIyMZJiam\nLFy4TG8/Ly933eObN2P56KNuTJvmz5IlC7hwIRIzMzM8PMbqxn69rkpqzS/IzFStZMzF8NPkqMrG\nbOLP2ppfICUlGVfXQSxevAJ7ewcCAr4iKSkJgISEeJydGxU7EXFZUvYazAbyzjvv6p3fpEneeufc\nokUrhg1z0z3v0uVdunTJz/ZrtVrdmMiSGi/Pnz9HmzZvA9CoUWOuXLkM5P9+CAkJZuzYCXz7bfGN\npq+TbKWaLKUae8XDwjzGMqn4fhVKVZkOZqZPD3xsFuVlsLSsSK1aDhgbG1OrlgNyuQn376fofSll\nZWVSoUIFDh/+nV27fgDAy2s8S5cuZMWKUOrUqcuuXT8QFLSENm3akpWlXzr40dK7/v7T+P77LcTH\nL8XZ+eEPfUdHJwAqV7ZGqcyhJDk5OUilUkxMTIiLu0m7du0BcHZuhEym/6ceNGgYmzatY9w4D2xt\n7WjYsBG5uSrdemtrGzZuXMvBg/sAiS7AgvwMFICdXRVUKhXx8fE4O7/14PpZ4ubmwdatG4mKuqL7\n4ZaRpUSalcL7rdoZdAmrYpU/ecT/UrKLfW9FDZzv2bMvvXr1ffBjsjL16zty82asXjATfTsVjVar\nGy8D+d29RBpcKPDonEGzZ8/n0KEDJc4ZVNzcPyV1fSzI6t2+fYtp075iyBBXDh8+zM2bsYSGbiQt\nLY0JE8awdu3mF/9my6iiWvMLMjMW8lxSb55FmTugtE+rSM/amg/5gdC8eXOQyx+2YhcELmlpaYwd\nO4oxY4rPbJQle/fuKlMNZiNHDqNVqza67wmFQqH7v1YchSL/uycrK5MpU/xwc/MAKLHxMjMzU6+R\nUiqVolKpmDt3FmPGjP9XFWiJTcif/d2+ysPfNXKZkSgAIJSqMh3MvApvvdWUHTu+Z8CAgSQlJZKT\nk42lZUXq13ckIiKc5s1bEhZ2iubNWz5o1XnYEmRpaYm5ef4EjjY2tly4EImTkzOrVwejVCrJzc0l\nNvYGtWvX1Tvm/v178fX9ChMTE3x8vLhwIRLgseNACpNKpWg0GsLDT+u6JdWuXZuLFy/QoUNnrl69\noheMAPz66yE+/rgbXl7ebN68nv37d/Pxxz10A9jXrFlF9+69ePvt9hw8uJ+ffvqx0N765+Xg4MDh\nw38AkJGRwbRpk+nT51OaNWuJn9/XKFVqBo4OwK7KGzSoWcng/O0qmwH5Y2qKUtzA+bNnT7Nr13YW\nLFhGVlYWN25cx96+tt6+V2Lzx8s41tI/rlxmJFqOXnPPOmdQaOhKDh/+vcQ5g4qa+yc5OemJuj4C\nLFu2EA+PMSgUCqKjo2nTpi1SqZRKlSohlUpJSkrE2tqmVK5VaXma1vz/peZSwak/kaf+RJVxl2O/\n/MDbDYaW29Z8gKCgJfTq1ZfNmw3HUqxbF0K/fp/pyrCXdWWtwUytVpOQcAcLi/x9n+RvCXD3bgL+\n/hPp3bsf77//IUCRjZeFmZub6zVSarVaoqOvEhcXx4IF36BSqYiJucHSpQsf2+3udXAjIQ0Ahzf0\nMzOZD6qGCkJpEMHMI9q370BkZARubkPQaDT4+PhhZGSEl5c38+bNJiQkv2vAowPRAfz8pjJ9uj9G\nRjJkMhl+flOwtrahX78BjB7thkajwd3d06DVpm7deowe7YZCocDW1paGDRtx6NCBJz7nRo3eIjAw\ngAYNHBk+PP+DvWfPvgQGBuDh4Yq9fX6mqTAnp0bMnRuImZkZEomESZO+xsrKitxcNcHBy+jSpSsr\nVixly5YN2NraPXaGeReXToSHn8HDw5W8vDyGDXOjbdt2/P33X3h6jiD5fhq5pnVp27gWv//+C9nZ\nWfTs2Ue3f5VKBcGMfmamcPnlogbOy2QyzpwJw919KFKpFHf30VSqpB+0XLmZgpFUQv3q+svz0+Ci\nD/7r7FnnDHJz86B69RolzhlU1Nw/9++nlNj1ESA6+hqZmZm0bNkaACcnJ0JCQunbtz937yYQE/MP\nOTklZ2PLm6dpzR87ax2ZeTl8/sUQ/j7/X5q69CI2NqbctuYfOnSASpUq0abN2wbBTEpKMuHhZxkz\nxufZL24pK0sNZhqNhg0b1ugFyE/yt0xOTsLHx4vx4yfp/i8CRTZeFta4cRNOnjxO167vcfHiBerU\nqUfDho3YsiW/p0Z8/B0CAvxf+0AG4EZ8fmam9huWumUymVRkZoRSJYKZInh6jjNYVquWfYkfjE2a\nNGXlynUGy3v06E2PHkUPbIf8ogSPDoj8+uvpusdt27bTlWguKFtceL27uyfu7p56+5uYmDBr1lyD\nYxV+D4+WQAbYsOE73eP33vvQYP3OnQ+DLA+PMbrH48dPMti24It55d6LnL3yP9o6V8Ghan2D7apU\nLuhmlqU3kL3wAPjiBs4/7ssiK0dNTEI6datXxORBycgCxjKpGFD8mnvZcwaB4dw/1tY2JXZ9hPwf\neoU/E1xcXAgLC2fMGHccHOri6OiEpWXF570EZc7TtObfTIZ6LXrr/u/mqPLKdWv+wYP7kUgkhIef\n0RVtmTt3EdbWNhw+/AfvvfcBRkb6n1NlWVlqMMvOzqJjxy4oFOZP9R42bVpPeno6GzasYcOGNQAs\nXLis2MbLWbOmPcgGduHs2dOMGjUcrVaLv3/AU16910dMfBoVzIyxqfhwygD5gzEzhQN8QXiZRDAj\nvFTZSjWR0YlUqazQ61NbWEF55kczM8/r6q37aLUPSzIXJpdJycgSafDX2cucMwiKnvvnSbo+AoSH\nn2XgwCG65zdu3MDOrgorV67j7t0EAgMDDMbWvQ6etDV/5KgxfDoqgNS405iZOKPValHm5pXr1vwV\nK0J1jwu61RV0IwwPP8OQIa4lX8AypCw1mD0rb29fvL19DZYX13g5depM3eOJE/2Lfd033qhW5Ht/\n3aRlqUhMzaFRncp6QYuxTIpWC3kaLTIjEcwIL58IZoSX6ty1RFRqDW0bVim2haagPPP/UrJeaEvO\nhX/yKwQ5OxgGM8YyI1EA4DX3MucMSk5OKnbun6K6PhbuMlmwf8WKD7s+VqtWjRMnjrJnz07kcjk+\nPn4v4AqUPU/ami+VyclKTKdzl1FUsbEBrZq/jmzji+7ltzW/qHlXCty8GUu1atWf6jwE4VWLKehi\nVtVSb7mxUX6WMletQWZkWNFPEF40yaushX7vXnqZKsRua2vBvXvpr/o0XiuLf4jkwj9JzHFvS9UH\n3cmKsnzXef6+lsiSsS5YKp5+QtFHabVafINPocrNY8lYF4weKZE6d2sEV+Pus9avywsJnsS9IzyP\nF3n/vOgS1EePHmbFiiXY2VUBwNV1pG6g+61bcfj7+7Jp03aD/c6cCWPlymWYmprRps3bDB06Qrcu\nJyeHUaOGM2qUl64LbWGXYpJZuO0cPdo70NOlNm7zjlC7mgVfD2ppsK0gPn+E5/Os98/+EzfYe+IG\nY/u9RdN6DwtXBO+5QHjUPZaMccHS/Pm/z4WyqzQ/e2xtLYr9sSYyM8JLcz9DyaUbydhXtXhsIAOF\nyjMnZ7+QYObm3QxS0pW87VzFIJCB/G5mkN9yJDcuP/3UBeFZPWsJ6qioy3h6jjUoevLzzwfZsWNb\nkdkRjUbD3LmzWL48hOrVazBz5lQiI8/RpElTABYt+pbHtSEUzDFjXdEUiUSCidwIpUpkUgWhLLkR\nn1/JrPDgf8jv+QBiLjeh9IhgRnhpjp27g0arpVOTaiVuW7g8c70aFUnNVHHrXgYN7a2KzJyo8zRc\n/CeZqtaKIgOlc9GJADStb1vk8YwfBDMqEcwI5dzLLkEdFXWFa9ei+OGH73FycsbDYwwymQwLC0uC\nglbTv7/hbO6pqfexsLDUjUdp3LgJ58/nBzPffbeZRo3eeuwM6QXBjI1l/lgkU7kRylx1sdsLglC6\ntFotNxLSqWxpQsVHsi8Pv19FkR2hdIhgRngp1Hkajpy7janciLbOVUrcvnB5Zo1Gy+IfznHzbgZd\nm9fg83frI5XmBzQZ2bkci7zDH3/dIiVdianciNG9G+NcW79a1LlriRhJJTR6ZHmBggBGtBwJ5d3L\nLkPc2BoAACAASURBVEHdqlVrOnToTLVq1Zk/fw779u2ib9/+xc6fA1CpkhVKZQ6xsTHUqFGT//zn\nJPXrNyA8/Ay3bt1k0qSvdfNpFSX5wYSZlR9USDIxNiJLzFshCGVGcpqStEwVLRoYNhgaF+r5IAil\nQQQzj1Cr1QQGBpCQEI9UKsXPbwr29g7cuhXH7NnTkUgk1KlTFx8fP71SnIUtW7aQWrXs6dWrHwD7\n9+9h377dGBkZMWSIK+3bd0CpzGHmzKmkpKSgUCj4+usZWFkZDlR/VI8eH+iVL4b8+QssLS1xcelE\nQIA/t2/fYurUmZw/f05X8jkq6grHjx9hxIhRuv327t1JUlISvXr1Zf36Nfj6Ti7ymNevR5OenkbT\nps2f6BpCfjBxP0NF1+Y1MJWXfJsVLs988kI8N+9mYCSV8EfELf5zdD81rSS80bgbpy7Eo1JrMJEb\n8bZzFX7ctQ7vw0uxtpDzxYD+9OjRmzv/SyHs51DkmjTGem1g/PiJNGzYSO94DwcoipYjoXx72SWo\nP/mkp66yWocOnThy5M8SX0sikTBlykwWLPgGY2M5derUpWLFSvz44z7u3o3Hy8udmzdjuXr1CtbW\n1tSv76i3/70HmZnKFg+CGbkRyemv37w7glBeFXQxKzxZZgFdN24x14xQSkSZiUf85z8nyMvLY9Wq\ndQwbNoLVq1cAsHz5ItzcPAgOXoNWq+X48aMG+6akpDBhwlhOnDimW5aUlMjOndtYuXItixYFERIS\nhEqlYs+enfyfvfMOb6rs//CdnaZtShejLV2MsnfZZamoiC+oyFQRELAMEWUpCFWGvixB2QhaEAV+\ngLJcqGxlj5bZQTfdK03SZv/+SBsIbaHwMjX3dXnJ9ZzzPOecJD3nfL4zOLguK1Z8xXPPvUBk5Lp7\nPudevV60WVVPnz7BV19tQCqVsnv3j7Z9/vrrMB07dq5wvqenV6VCBuDAgT9ITLx2V+e0/2waAN1a\nVa1CT1l55pQsNdsPXUMqETJ9SHO0V7dx8eQ+jkSnc+BsGq4KKQN61GXRmE609i3Gv5qRBk+9i7zx\ncFZ9tZb/HppLr487keMRwzvTFjJ16gySk5PKHU8iuRFm5sCaND5r1gflxpcuXURGRgYqlYrhw4fw\n7rtjyMjIsPuNV8T582cZOXIoo0a9yYoVX9htS01N4Y03BlQ479SpE4wePYyxY0cyY8YUu8aRJSUl\nvPnmYI4d++servCfS1kJ6qVLV9K9+1Ns2rThtvkoN3NrCeply9bY/ps3bwEWi4WhQweSlZUJWEtK\nh4Q0rNLaJ078zeLFy1i06AvS0lJp06YtERFzWblyPcuWraFduw6Eh79TTshYLBZSstTUcHeyWXhl\nEhF6gxnzIyxY48DBvwGdTke/fi8CN+7/FRGbkkNh8vFy+TJwk2fG8PCfr/n5ebz88gskJSXajf/2\n2y+MHj2s3P5Go5GIiOm8/fZwxox5q8rzHDxePNaemYyIVFS78+/rmsoX3akZ4Vfp9tq1AzCZTJjN\nZjQaja2p29WrV2wVfNq378iJE8fp2rW73dziYi3Dh4/i2LGjtrHLly/StGlzpFIpUqkUX9/axMfH\nEhV1nsGD3yhdrxPffGMvZnQ6HTNnTkOj0VBSUsKoUWNo27Y9er2eiIjpZGZm4Obmxpw584mMXIen\npydxcXGo1WqmTXsPd3cPEhMT+PrrtQwbNpIrVy7x5ptvcf78OZYuXYirqxKRSETjxk1s3YrXrPmG\n1auXc/bsaUwmI1279uDZZ3vx8897EIsl1K/fgMzMDHbs+D+MRiMCgYB58xZy7VocmzZtQCIRc/16\nGm07dOdyYX38lDo+jZiIwWBALpcTETEPvV7H/Pnz0OlKkMnkTJnyITVq1GTunFkoXTuQnmu9+fUN\nC8LDVcyE0a+x99AF0lKTGftSE1rU87Il9Ddu3JS5n8wmriCdiTvnUKK7zuKz8/FL9UPjn8EPkXOp\nplTy/vvly9xKHW7wKnGvSeNLly5izpz/4uPjy/jxo4mJuUL9+g1umzQOsGjRZyxfvhYPD09WrVrG\n7t0/8uqrA4E7J43/W3mQJagFAgHTpn3E9OmTkcnkBAYG3bYB8M0lqL28vBk5cigymYyePZ8jOLhO\nlc4pu6CYYp2RpsE3QkTlpY0z9QZTlTy9Dhw4+N+5XVPqmGtpFCafJLBm+T49kkfkmTEajcyfPw+p\nVGY3HhNzhb17d1aYp3ezAfvkyWOsWbOcuXMX3HGeg8cLx1PhFpycnMjIuM7gwf0oLCxg/vzPAez6\nnygUzmg06nJzfXx88fHxtRMzGo0GZ+cbnaAVCgVqtRqN5kaHaIVCUW69tLRUCgsLWbToC/Lz80lJ\nsXoXiou1jB49llq1fBg3bhQxMVdscyZNmsahQ/v57LPFpKdfJz4+jmHDRpKXl4u7u7Wp1aJFnzJn\nznz8/QNYuNC+dCvAvn2/8OWXq/H09OKnn3bj7V2d55/vjaenJ40aNeHUqRMsWLAUuVzO/PlzOXHi\nb7y8vMnMTOebb77HYDDwQu+eBD7zMVmX9vLma2/Svn1Hjhw5SGzsVfbs2Um/fgPo0KETp06dYNWq\nZcyaNYePPvqEL7dHkRubg4dSxrNt/ZFJRHRo35H8vFySXHW0Dqlud65xRbEsP7eUH65uw/uYN5a6\nYkJMQ9EZTyBGwJdLV/DLL3tZtmyJXbMzcMT0Puik8TVrvkEsFqPVatFo1Dg5WcMIb5c0DvDll2vw\n8PAEwGQy2UKlqpI0/m/F19ePlSsr9+yWhaWWNQEMCAi0NXSsX78B33+/47brt23bnrZt299xfYDW\nrUNp3ToUgP/856XbCp/p0yMqHE/MsJb5DLypd4WsNMdNp3eIGQcO7jcajYZp096jqKjIrolsWXPX\nwsICli1bglgsRi6XM2fOfzl3dCcGdSZbvv+GF174DwsXfoZeryM3N4fQbq8Cnsz+cDQd2rUlPj4O\ngM8+W4yzszOffz6fy5cvYjAYGTFiFGFh3Vi1ahnnz5/FbDYzYMAQevR42nYeWq2WKVPetTvn1q1D\nbX27yli2bAl9+77Cxo1f28YKCwtYvXoF77zzPv/975xy116ZAftO8xw8XjzWT4WaEX639aI8CLZu\n/Y62bTvw9tvjyMzMYMKEcCIjN9vlx2i1ViGyf//vbN++FYBx4ybSoEH58AtnZ2e0Wu1Nc7W4urqW\njmtsY2XCpozg4Dr06fMyERHTMRqN9OtntU4rlW7UqmWtDubp6WkXhlMZf/11hA4dOgGQl5eHv38A\nYK0wdPOLKMDMmbNZtepLcnNzK+z/4O7uwZw5s1AoFCQlJdKkSbPS862LWCymQG3AjBg3FykZeem2\n7WVhcF98sYiNG79m06ZIwD6e39fbhbOxOfTrWsf28nIrFouFo9cPs+zsEv5M/h2hXkjdY3Vp17oD\nEePmM2/fVX47m07+84NoFRtN5+BAkjesJ99oxF1841hlpSP/rdVWHnTSuFgs5sKFaCIiPiQwMIjq\n1a1C9HZJ4wBeXtZeBQcP/smZM6d46623q5w07uCfQVKpmAmoeSMWX1bqmSkxmHB7JGflwMH/xsPq\n//Tll4uJijqHQCBk3Lh3adashd288+fPsmzZEgQCAS1atGLMmHfYvHkzKpUKg0HPlSuXMRj0dnMO\nHz5Ijx5P07//YI4cOYRKpcKtTnf06kyGDRvJyZPHGThwCK1atSE6+jwLl3yBqN4Qiou1PP30s0yc\nOIWPP57BsWNHkUikFBYWsHbtBlQqFVu2bEIslpCensbKlevQ6XSMHj2M0NB2tlw9hUJhM8ZUxk8/\n7aZatWq0a9fBJmZMJhOffTab8eMnIpPJKpxXkQG7KvMcPF481mLmUWANv7J+LEqlG0ajEbPZTL16\nIZw5c4pWrdpw7NhftGrVhu7dn6Z796dvu17Dho1Zs2YFOp0Og8FAUlICQUF1aNq0OX//fZRGjZpw\n7NhRmjdvaTcvPj4OrVbDggVLycnJITx8OJ06hVW5waNAILTFwp88eZypU2cA4O3tTWJiAoGBQVy+\nfMl2swDQ6/Xs3/8HERHzAHjttVd5+ulnEQqFmM0W1Go169atZvv2PQCMGfc2cWkF1KxZC4HAKjS+\n+eUKFiy82q0Ou9OCuHz5IqGh7fjtt59RqQrx9w9k0KDXaNq0OUlJiZw9e9p2/Ofb+dMwwJ0G/jc6\no5dhtpjZGbeDZWeXcj77LAAdvDsh+VHMW8PCee7ZXgDMfqEpu07VxiXqHNrgYPacPonS24sGV8/T\n0klBN2cl3VyUCMXWz/FRxPQ+DjzopHGAJk2asm3bbtasWcG330baxNGd2LJlEwcO/MGiRV8ik8mq\nnDTu4J9BUmapmKlx494kv8kz48DBP4n72f8pNjaG6Ogo1qyJJDU1hVmzPmT9+m/t5lUUAnz27FnU\n6iIiIzeTmZnJoEEv2815/fVhbNiwngkTwvH2rk5w3QaYTBZEpVVGPT29iIxcx969OwEBZrMJEWCx\nQP361vt09eo10Ov1pKen07ix1cipVCoZOTKcTZsiuXr1CuPGjQKs4WIZGddxdbXOrYpnZu/eXQgE\nAk6dOkFcXAxz5sxk7Nh3SUlJYeHCT9Hr9SQmJrB06SK78LmKDNjTpn10x3kOHi8cYuYW+vcfzKef\nfsKYMW9hMBgYNWosTk5OjBv3LvPnz2X16uUEBASWayBXGZ6eXvTrN5CxY0diNpsZNWoMMpmMl17q\nx5w5swgPH4FEImHWLHs3pp9fbb7+eg1//vk7ZrO5yi+CZbi7u2MwGPnii0UYjQYUCmuYz+TJHzJn\nziycnZ1RKBR2YkYqlaJUKhk16k1kMhmhoe2pUaMmISENWbFiKYGBQTRt2py33x5GicFCThFkHLtC\ngd4JswWORKVzKTEfsUhIh8Y18R87gQUL5hEZuQ65XM7MmbPp0KEzixZ9hl6vR6crYcIEa7zt7Nkz\nGTlyDA0Datpdh9ag5XDqQfZf+oNrxCNAQLuE9gzrMxJDmp6vc9eyZ/eP7CktdvDhh7MoeKYz3t//\nSNvPl6ITCqg37h1OKpw4qVVzpljL4pwMnBQClKEKfjCqcNO5EiSVVVko/hMoSxofPnwU+/b9wpo1\nK2jUqHGV5t6aNH4rFouFsWNH8tlni1EqlSgUCvR6fbn9KiIych1Xr15hyZIVyGTWSlYREXNt2+fO\njeCpp3o6hMw/FIvFQlJGEdXdnVDIbzyebJ4Zh5hx8ITwKPo/eXtXRy6Xo9fr7UKmbqayEGCl0g2B\nQIBKVYDFYiY//0a+8m+//USvXr0ZN+5dNm78mh9/3AGCGrYcxq++WsWLL/alQ4dO7N27i9hryaUz\nLYD9czUwMJD9+/8AQK1WM3PmNF5++VVatmzD1KnTMZvNfPPNV3bhblXxzCxfvtb277LwuICAQL79\n1ho9U5YbfKsgqciAHRLS8I7zHDxeOMTMLSgUCmbP/qzcuL9/wB3/mMq4VXhUFDteFndaGTKZjDlz\n5pcbvzk+vcxdXRb/fvN2mUzGN998V25+o0ZN+OqrDeXG16z5BoBhw0aWi0Pt2LGzrRJaq1ZtOHgu\njY2/xuAvElDDXUFitpr6Ia+y+c845FIR/7ftJwQCAX5+tVm6dKXdWkqlG4sXLyt3/FtzWnKLc1l/\nYQ3ro9eQa8xF1lTGGyHDGdNiHMHV6tr2GzBgSLm1zBkKMt8azJpWz9mNq00mjmqLOKBW8XNuHtdr\nSlhlKWBVXAH+EindXKxemzBnV9yq6Jl4UnnQSeODBr3GpEnvIJVK8fT0ZOrU8qKnjLKk8T59Xubr\nr9dSv34D3n//HQCeeqonL73U794u0sETR05hCZoSI40C7ftDlYWd6g0OMePgyeBR9H/q2bMXAoGQ\nIUP6oVarmTp1erl5FYUA169fn6SkPwgPH0FAQCAikcguj7dhwyZ89tkcnJycrPf3Nydwam8iAouJ\nFSu+oHv3p1i+fCnffvsN3t7V0WpUKLF6Zm6lc+eunDp1gvDwEZhMJoYNG0n79h05e/Y0Y8a8RXGx\nli5duqNQON+X76EyygyolRmwHTxZCB5lQm12dtFjlc3r7e1KdnbR/7zO/Y6NPXXqBGvXrkQsFuPu\n7s6MGZ8gl8v56afd/PDDNsxmM2FhXXnzzbfKzTWZTMya9QG9e/e15cBMm/YehYUFiERiZDI5ixZ9\nUW5eZRyNTmfd3su4OEl4p18z/Ku7sGb3Jc7EZAPw+rMhdG9ZtXLMFZGkSmTV+WV8d3kjxcZiqsmq\nMbzJSIY3HU11RfU7LwDUOvMLAOm3iJmbOX4pk8/3XaJOV1/SPUUcUhehMltflIRAKydnm7hp5eSM\n+A5em/v123Hw78Tx+7Fy6koWK368wKvd6vB8+wDb+L5TKXz/eyxj+jahTYOq3Qf+TTh+P48fOp2O\nTZsiOX/+rC2U98yZ03zyifW9oKxnXJkXITc3x/beUBZmFh4+vtJQ3qKiIltkxd9/H+HAgT+pW7c+\nly9fZPr0CLRaLWPGjGDRoi9teTW3smbNCkQiET4+1cnLUzFkyFAAhg0bzOefr6BatfIh3wDR13L5\nfOt5Xu4STO+OgeW2X7iWy+LbbHfwz+Fh3nu8vV0rfRH7Z5ufHzPuNTa2onK1HTt25ocftrFs2Wok\nEinr1q3GaDTauZXT0lKZM2cmWVlZ9O59o3pUamoKGzduveuwKovFwq8nkhEJBXzwWitqeVotJ2P6\nNmHPX4moiw10beFzV2uWcT7rLMvPLWVX/I+YLWb8XGrzdvOxDG70Bi4SlzsvcJdIxUIUxRa66OU8\nW9sfo8XCuWINB9QqDmhUnNZqOFWsYWF2OkqhiDBnV5u4CZA6EgIdOHgQ2PJlato34rPlzDxhnhmd\nTseQIf3Ytm23zZhVs2bNCvf77befbU2OHweGDx9is477+Pjy4YeziIm5wpQpE/Hzqw3ASy/146mn\nepabe/HiBVau/MIWzVDVef8kHnQo79ChA1m1aj3Vq9ew9X9SKBQ4OTkhEolQKBRIJFJKSort5lUU\nAtyqVSvmzfuMQYNeJysrC7PZUqmQAVBrDQC4KCQVbv+3Vwt18PBxiJn7wIOOja2oXO3Jk8dLQ4Ui\nyM3N4Y03hpeLj9VqtUyd+pGtchhAXl4uRUVFTJ06kaKiIl577c07VpgqIymziNRsDa3re9uEDIBQ\nKOA/nYPu+nOzWCwcSPmTZeeWcjj1AACNPZsyruUE/lPnJSSiim+U94Nbb7ZigYA2ChfaKFyYhA+F\nJiNHNNaQtP1qFXuLCthbZO2NEiSV2QoJdHZ2xVVUceU1Bw4c3B2JFVQyg39GzsztYu7z8nLZvfvH\nx0bM6HQ6LBZLudDqq1evMGDAEAYNeq3SuZs2RfLrrz8hlzvd1bx/Go+i/5NAICA6+jxvvz0ck8lE\nz57P4e8faNf/qaIQ4ICAGjRr1oLRo4dhsVh4773yvdlupqjYKmZcnSp+RosfUZ8ZB/9eHGLmPvCg\nY2MrKle7efO3nD9/hlWr1qPT6QgPf4u1ayPtEvrr1atfbi2DwcDAga/x6qsDKSpSER4+gkaNGuPu\n7lFu31s5HJUOQOdmte76M7I7B5OBnfE7WH72Cy7mRgMQ5teNcS0m0K12j4eSiF8mZvSVWI7cRGJe\nULrzgtIdgAS9zuq1Uas4rFHxdX42X+dnIwbaKFx4QeNFqEBOcycFon9RIQEH94bRZKZEb8LFSYJJ\nZcIoMz7qU3rklCX/e1eT4yy3f0mSPUGeGa1WyyefzLirnh0bNqy3NTm+tWfHyJFj6NKlG0OHDqRF\ni1YV9uyIjb1CcbHuvvXsiIuLpaSkhIkTx2IymRg1aixNmjTl6tXLJCcnceTIQfz8ajNhwvvlcht8\nff2YO3cBs2fPtI1VZd4/jUfV/2ny5A/Ljd3c/yksrBthYd3K7TNixOgqFxpSl4oZl0rEjLS09YHD\nM+PgYeEQM/eBh1Hm9tZytW5ubrRs2RqFwhmFwpnAwEBSUpJo1KjJbY/h6elF376vlObfeFCvXgjJ\nyUl3FDMGo4njFzNxc5HSJPjOwqci1AY1313awKrzy0lVpyAUCHmp7iuMbTmBZt4t7rzAfUQqKbvZ\nVu3lKEgqI8jDm2Ee3hgsFk5rNRzQqDioVnFCq+ZYojVZsppIRJdSr003ZyV+pb8BBw7KMBeb+Xn1\nVfL/LKCdVokxqgRxNTEhMc0f9ak9UnJVJaiLDRWWZpdLn5zSzD/+uJ2goDqMHj2WixcvcObMKbvt\n5Xt2FPHGG8NtTY5v7dmxbt1qunTphkajqbRnx7Zt24iPT7tvPTvkcjmDBr3Oiy/2JSUlmUmT3uG7\n77bTsGFjevfuS4MGDYmMXMf69WsZN85eGHXr9hTp6dftxqoyz8GTw53EzI3Ih8f/79XBPwOHmLkP\nPMjYWKi4XG3Tpi3YseP/0Ol0mM1mEhMTbPHIt+PkyeNs376FhQu/QKvVkpAQT0BA+RCxnMJilm6L\nokcrP7q39OVMTA5anZHnW/ojuqmBaFXI1mazLnoV6y+spUBXgJPYiRFNR/F283EEKAPvaq37xf8S\n0ysRCGjv7EJ7ZxemVfch32gkSmRgV3oW+9Uqdqny2aWylrWsJ5Xbcm06KFxwcYSklaNYZ+TL7VE0\nDvLghQ6Bj/p07jsWk4Xi81o0h1VoDhWhPaEmWGcBpBhEJQilAnD8LEjKsBoEbg0xgxthZk+CZyYl\nJZmOHa1Nihs3blIu/PfWnh2NGjWxa1J4a88Oo/GG1+5h9eyoXdsfPz8/BAIB/v4BuLm5kZubQ5cu\n3W2iqEuX7ixZsqBKn8m9znPweKLWWn+vLoqKjXUSkSNnxsHDxSFmKuHWBMbU1BTmzo1AIBAQHFyH\n996bilAoZNeuH9i2bTPp6en4+Pjg6qqsMDY2Pz+fy5cv2vptGI0GpkyZSE5ONomJ13ByUjBs2Egu\nXIhm6dKFiMUiQkPb07fvK5WWq+3duw/h4SMoLCwgOLgOSqWbXWzsrFkfMGPGJ2i1Gv773zm0bh3K\noEGvI5c7MWrUmwiFQmrV8kWjUdsl+40a9Sa9BrzDpTMHuRrtRE7B8ySXJuZ2bnojxGznzh288MJ/\nKqxlD3CtII4V55ax5eomdCYdnnJPJod+wPAmo/B08rzn72bfvl/YuvV7xGIRwcF1ef/9aQgrEFhn\nz55m9uyZ7NixF4DffvuZzZu/RSgUEdb9OaBmpWFmd4O7WEw/b3e6CpywWCzE3xSSdkRbxNq8LNbm\nZSERCGh7U5W0pnIFwiqEpFksln9sDxyLxcLXP1/hSnIB6XlaerUPeOKv1WKxoI8tQX24CM2hIjRH\nizCrbryEixvKOaYoJMnfSE6ghTH/545IdHcGgn8iSZkqAAJrKsttKwszexJyZoKCgrhwIZqwsG7E\nxFyxEyNQvmfHrl076NXrPzaj1q09O37+ec9Nsx9Oz469e3cRHx/HpEnTyMnJRqPR4OnpRXj4CCZO\nnEyjRk04ffoEISENqvSZvPfeuHua5+DxpMwz4yyv+NnvKADg4GHjEDMVUFEC45dfLmbkyHBatWrD\nggXzOHz4YGmH88189dVG9Ho9Y8aMYPHiZbbwsjKmT4/gvffGIhKJ8fcPQCaTcfbsaVxdXenffzDJ\nyYlERExn2LCRLFz4KXPnzsfHx5fJkyfQuXMXDhw4VuF59u8/mP79B9sqooF9bGxZaejOnbtSs6YP\n48dPZN261bRpE0rfvtbeHVOmTLR70JWRkVeMW+02uDhJ+Pm4tQFWXV83u8T/jRu/5rnnXignZk5n\nnmT52S/Ye20XFiwEKAMJbzGegSFDUEgUd/NVlEOnK2Ht2pVs2LAFuVzOrFkf8tdfh8vlG4nyC9iy\n7ze7F4nly5ewceNWnJwUDB7cD0XTkff9ZisQCKgrk1NXJuctz+rozWZOlVZJ269W8ZdWzVGtmrlZ\n1/EUienq4ko3ZyVdXZTUktj/bsxmC5v/jOXklSwmvtoc/xrlLdZPOn+cTuXUlSwACtV6rudo8PW+\n/9XrHjSG63o0h4pQH1ahOVyEMcNg2yYJkOLWxx3nLq44d3LldFYeB3dl4l1NjrqgBJ3ehNjp3y1m\njCYzxy5mIhYJCaxV/ncul1rvMU+CZ6ZPn1dsDZEDAgKRSOxDcW7t2TFlynRbk+OKenYUFBRUeqyy\nnh2DBg2ipER/33p29O7dh7lzIwgPH4FAIOCDD2YiFouZNOkDliyZj0gkxtPTkylTrH1Mynp2VFSp\nDah0noMnk6JiAwqZGHElRpg75aQ6cHC/eazFjHPEDGSlnd3vF7oX+6KJmHPbfSpOYLxCy5atAWjf\nviMnThxHJBLStGlzpFIpUqkUX9/axMfH0rChfYiZUChgyZIVjBjxum2sf//BSKXWh5zRaEIqlaHR\nqDEY9DZx0bZtB06dOkH9+jesWFFR58oljwJcvBjNxIljKSjIp2/ffvTp8zL9+r3IsmVr2bjxa0pK\nSlAqlfz88x7EYgn16zfAyUlBYGAgAKtXL+f48b+pUaMGhYUFZOZrybn6Bz2eaU6suhZ/7V2JwcOJ\nUYdh8uQPuHr1Mnl5uUREfMicOfOZP38uV5IvkZieQFaNLHKb59LwbCMa12iCLFbGwX1/0OnDMEJC\nGrBnz4/88MN2zGYTnTt3ZcSI0fz55+9s2bIJoVBIs2YtCA8fT0LCNbZv38qkSdNs1y+RSFm1aj1y\nuTXczlrdzb5UssBgwHvLLt6fu8TuM69Tpx5qtRpRWaiXQPDALUdSoZCOzq50dHblwxq+5BgNHC6t\nknZArWJHYT47Cq0had46Aa0EMgYF1KKjsysbdl/mXFwOAF//dIUZQ1vfdYjf48y16yq2/BmHq0LC\nM21qs+PQNS4m5j8RYsZUYERzpMjqfTmsQh+ns20TeYlRvuSOS5gS5zBXpAH2v8+YM9aX09efDWHF\nDxco1hlxriT2/N/C0eh0cgpLeLq1X7nkfwCZxPq7fxJyZmQyWYWNl2/2hpQ1Kb6Zm5scP/NMXn2b\nBgAAIABJREFU+R5Z27bttv07PHy87d8TJ04p1+th/Pj37vq8b0YikRARMbfceEhIA1auXF9u/Nam\nx7Vq+dhdY2XzHDyZqIsNlebLgMMz4+Dh81iLmUdFRQmMN4f6KBTOaDRqNBoNzs43XrwUCgVqtZpb\nCQ0tX3GkLH44NzeH2bM/4p133kej0dhZ0BQKBdevp9nNqyh5FKxdfRcvXkZGRjqTJ0+gT5+XAXB3\nd+e1194kKSmRoUNHYDQa8fT0pFGjJmzaFEnHjmFcuXKJ8+fP8tVXGygu1jJw4Mtk5mlRyMS4KCQ8\nVVtA4VVfPps7l8TERIqLi+nduy/ffLOO6R9FsO7v1fyk3c3VplcRNBIQsiuEtTMjOZD3B/7+Abzx\nxnB27fqBXbt28NZbb/Ptt5FERn6PVCpj1aplZGRksH79ar76aiNyuZzZsz/i5MljhIa2txMyAEKh\n0Fametu2zRQXFxMa2s5uH6//20NBj854e9s31wsKqsOIEa/j5OREp85duah3Qv+QExS9xBJecvPg\nJTcPLBYLMboSDmhUbE7O4LLYwK+iEn5NT0BotuDhZaJxtWo0NohJPJ/DL8eT/zE5JRaLhXV7L2E2\nWxj1n8bU8lCw49A1LiXm0TP0zrlfDxtzsRntCTWaQyrUh4soidJC6XNa6CzE5Rk3nMNccQlzRdbQ\nCYGw8lC5mJQCpBIhDfzd6dbCF7MlnxLd4/+S/qAwGM3s+SsRiVhIrw4BFe4jfYKqmTlw8E/GYrGg\n1hrwrCmvdB+RUIBA4CjN7ODh8ViLGU3EnDt6UR4WN+dkaLUaXFxccHZ2RqvV3jSuxdXV1VaVrFo1\nd5vnpCLi4+OYNetDxo6dQMuWrdFo1BQX26/n4mIfclFR8ihYSzkKBAI8PDwpKSmp0jVduBDFwIGv\n8ccf+2jQoCFCoRBnZxcCAoMp1BpwLU3u69wpjIz0ND74YBJisZihQ0dQpFdRpFfR6ftQMtUZVE+p\nTtucdjTzbcFJjtPZtwsHBX9Sr96NhNXo6POkpaURFFTHVsggPHw8ly5doKAgn0mT3rFdd1paKqGh\nFZ+32WxmxYovSElJYu7c+XY5Fjk52civJSHJyWXckXOoVIXMmvUBr78+nL//PsL//d8unJyc+OST\njyjKj8JQu/JmpQ8agUBAiNyJOhIZlzfF0BALwR1qsTcnjxQ3ATneYg5i4SAG5DWUnM/JIC1VSp8a\n3tSQPNmW/LQcDem5WtqEeNM40Fodr5angqvJBRhN5krDFx4WFuMtSfsn1Vh0FgAEEgGKdi6l4kWJ\nUytnBJKq5fmoiw2kZWtoGOCOWCTk6TZ+eGrexLnoOoa1U9G/0g+Lx73nkz2JHIm6Tq5KR8/Q2lRz\nqbghrVgkRCwSPhE5Mw4cPGxOXsniaHQ6Y19qgkT8YKuJlOhNmMyW23pmBAIBUrHI4Zlx8NB4rMXM\n40S9eiGcOXOKVq3acOzYX7Rq1YaGDRuzZs0KdDodBoOBpKQEgoLqVFqV7GYSEq7x0UdT+fjjT239\nYJydXRCLJaSlpeLj48uJE38zbNgou3kVJY/WrFmryknTQqEQs9mCSqVCoXBGJBIRFBTEDz9sxWw2\no9PpSEhIwMMdXJ2tN6uzZ0/j6enF558v59DJ/XywYBKXwi7hqfNApVPxvO4FGrRoxNR3p5OamsLg\n317BYil98bvlvHx9/UhOTkSv1yOVSpkxYwrjxk2kevUaLFmyArFYzE8/7a6wR04ZCxbMQyKR8Omn\ni8ol/nt5eZM0azoWkQykTsjfncCeIYPZm5WKFAtdk2NBLEYiMKOqY+ZMQzNbY6Kr9Nnd9nONE2A2\nW+5prs5goqiDHCeZiOPyEixuCpxNZlyEAkosZkrMFkpkZlJ9JcwoTGdGYToSBHRwdmFbYOWfU1Uo\n1hm5lq7i2nUVYpGA59r6P5QE/HOx1vC5lvW9bWONAj3443Qq8WmFhPi72+1fqNHz28lknmlT+Qvv\n/4LFYkEXU4LmcBGaQypr0n7RjQexvIkTzl2U1ryXdi4Ine/thSE21RpiVr+2teCGh1KOm/kaYosa\np+mTsUR8iL7n85QMGIz+qWfgCRetd8JgNLHn7ySkYiHPt6/YK1OGXCpyeGYcOKiAo9HpRMXnkphR\nRD2/8qXN7yd3aphZhkQsdIgZBw8Nh5ipIuPGvcv8+XNZvXo5AQGBdOv2FCKRiH79BjJ27EjMZjOj\nRo1BJqvai9bq1cvQ6/UsXboQABcXFz77bDGTJn3Axx/PwGw2ExrajsaN7fvGVJQ8eu7cmSpfR0hI\nQ1asWIqLiwvt2nUErEKtXbuOvPXWG3h5eePkbK0mpCz1zNStW4/J099l4defkq3JJqdJDgqRM/Ua\n1afVhTZMmTSdjz+ewdixI5FIJPj51SYnJ7vC47u7uzNkyFDGjRuFQCCgU6cwatasxYABQxg3bhQm\nk4latXzo0eOZCnNmrl69wp49O2nevCXvvPM2AK++OoiWLVvx2WdzmDdvAWJdBkZ5TeBGAQeLlxfG\nrt2QfToPi0iMpbo32uc68DhkoJSFGJUlOQvA5plwFohwLj3JfK0encWMQCpCj4ULJdqKlqsyR6LS\n+ebnK5gtN0RY02BP/B5Czsq5uByEAgFNg294IRqXipmLifnlxMzPx5L47WQKUfG5TBvSqsK8irvF\nkKa3JuwfKrIm7WfeSNqXBspw7uuKc1clzp1cEXven1tlTIq9mAEwCV0wmOTseLoP/VP+QrZ3F7K9\nuzB7eVHySn9K+g/G1LTZfTn+48bhqHTyi3Q8184fN+fb92SSSUTo9I7mog4c3EpGnvVZkJqtqVTM\npGarcZZLcHf934xBam1pJbMqiRmH8cHBw0FgsdybNfl+kJ1d9OgOXgG3JlH+W9n0Wwx/nEnlo6Ft\nyOISy88u4ZfEnwAIdqvD2JYTeLX+QOTiymNmHyWtN1oF4OnXL9x2v4lfHkEuFfHp6A7/8zHv9beT\nmqVm5voTNAny4L0Bt28cuv9sGht/vcqbzzegbdOaCADZPRYEKNLq+WD1MSxY6NbSF22JkYPnrvPm\n8w3o0tzHtp/BaCah1HOTmKGiTUh12jSofpuV70yhWsd7y44S4l+NKYNb2caLdUbGLzlMYC1XZrzR\nxjZuNJl5f/lRikofovX83Hh/QAtbHkVVMeYb0R4tQn2oNGk/3j5p36WLK85lSfv+d/fAz8rX8suJ\nFDyVMrq28K00BGN25CmSM4tYNrGLrdywa636WCzQ/91VPNe2NoO9NMi2fId8+1aEeXnWc2/clJIB\ngyh5ZQAWb+8K134SmbX+BNdzNCwc2+mOYmbGV8cpVOv48t1HFxr6uOJ4dv17MZrMvL3wIGaLhe6t\nfHm9Z0i5fXQGE+9+cQSvanI+Gd62nPf9bn4/UfG5LPm/87zSNfi2OZzTVv2N3mhi8bjOd3U9Dp4s\nHua9x9vbtdKwEYdnxkE5UrNVZIiPM/boPE5lnQCgdY1QxrV8l+cCeyES/jM6/EnEwkdeOvLPs9YC\nD91b+d5x3zo+Vo/ZteuFdoLjXth5JAGtzsjAp+rRM7Q2yZlFHDx3vdza8749TVLGjRtVUkbR/yxm\nzsfnYgFa1PWyG3eSiQn2VRKfVoimxGDzvpyPy6VIa+Dp1n6otHpOXM5i1c6LvN2n8W0FjVlbmrR/\nWIX6UGnSfqn5ROgsxKWnGy5hVgEjayi/p/A6s9nCH6dT2X4oHr3B+lvafTSRDk1q8mLHQDyUNwR/\nid5IUkYRQbVcbUKmDIEAPJVy9p1KpevIdtSYOx/NrDlIf/8N+ZbvkO77BZeZH+L88Ufon+5JSf/B\n6Hs+B1X0BD+OJGUUkZKlpmU9rzsKGSj1zBgcYSv/NM6cOcXOndttrQTKWLp0EQMGDEGhUPDuu+Eo\nlW5MmzaTuLgYOneuXNCeP3+WZcuWIBAIaNGiFWPGvMOxY3/x7bff2PaJijrHhg1bCAy80TD64MH9\nLF++hOrVawAwYsRoWrZszZIlC4mOPo+TkxPh4e+Ui5Z41OQUlti862lZ5QsQASSmq9AZTKRla4i+\nlkuzOl4V7lcV1MWlDTPv5JmRCNGUGG67jwMH9wuHmPkXYrFY+P6PWBQyMX3Dgm3jJcYStsVsYU3B\nfylSpEIWPBv4PGNbvku7mu2f+GaGtyKViFBp9Hfe8QFRrDPy94UMPJUymlfh4eLr7YxUIuTaddX/\ndNy0bDUHzl6nhoeCHqUiqqK1swuKScoowr+6C706BHDw3HUuJ+WTU1iMl5tTZcvfkbJ8mRb1yl9z\n40AP4lILuZJUQIivnMzMDI6c1wAQ1tyHWp4KNMUGzsXlMGv9CYb1amgL2covKMF8qQTz8WLUh1QU\nn9Rg0d+UtN/eBecuSlzCXHFqWfWk/cowGE18vvU8V5ILcHGS8HrPEDQlRn4/lcLBc9c5fimTAT3q\n0qW5DwKBgLjUQswWi12I2c3071GXlT9eYNv+eMa+3BSkUvS9eqPv1RtBTg7yH/4P2Zbvkf36M7Jf\nf8bo5s7xpl2pOWE0yi4drYroAXDqShY/H0/Cz9uFOr5uNAhwp3q1e//+yzgSnQ5A52a17rCnFblU\nhNFkfiwKRDh48EyY8D4A586doVYtH+bOXWDrqXY7MbN06SLmzPkvPj6+jB8/mpiYK7Rv35H27a1h\n1d99t4GmTZvbCRmAq1cvM2bMO3Tr9pRt7OjRwyQnJ7F2bSQqlYr33x/PunUbH8DV3jtlIWZgDTOr\nqMlyXFqh7d+/HE/+38RMqYfcxen2BgiJyJEz4+Dh4RAz/0IOR6Xz+6lUAAJquBIcICHy4nrWRK0k\nS5uJADHN5b1Y1jeCEI9/bqfmR32zvZiQh85gomdobYS3KeVbhkgoJLCmktiUAop1Rpxkd//na7FY\n2PxnHGaLhQE96tpeCita+2KiNcQprLkPbRvWQKXRczkpn0uJ+XRpfm8vszqDiUuJefh4OVPdXYHJ\nZCI1NYX4+FhiY2M4c/4ifx8/z/6vrqNR5QJQPag1r749n9rVrbk8419pxo5D19h3IoW1S8/RVqPE\n5YKRGglCZPrSz1FwI2nfJcwVxf+QtF8Z3/0ey5XkAprX8WRYr4YoS70LT7f240h0Olv+jCXyl6sc\nOn8dvdHM9WyrKKtMzLQJ8SbYR8npmGyu52jw8bpRpt3i5UXxyHCKR4YjunQR+ZbvMG/aRKcjP8KR\nHzGGNKCk/2B0rw7AXLNq4qAqXEjIZfWui5jMFhLSizgclY5YJGDR2E62aof3gsFo5tjFDJQKiV3e\n1O0o82bpDSaizp+5r9b8yqzy06a9R2FhASKRGJlMzqJFX1Rp3pdfLiYq6hwCgZBx496lWbPbh5D+\nm0hOTuLTTz9GJBJjNpv5z39eIiUlhffff4f8/Dw6dQpjxIjRjBs3inffncySJQvJyclm7dqV7N//\nOyUlJTRt2owjRw6RmppiW1epdGPevAWsWfMNYrEYrVaLRqPGyelGo+asrEx+/fUn1q7dUO68rl69\nQmzsVbZu/Z6GDRsTHj6exMRrtGvXHqFQSLVq1RAKheTm5uDpee9i4H6TWSpmpGIhWp2R/CKdnUcY\nIC7VKmYCarhyJbmAhHQVQbWU93Q8WwEARdUKAFQkrhw4uN84xMy/jPwiHVv+jEMmFVFkzmTCvkmk\nSH5DY9TgKlUyKHg0Wefb8krjVoR41HnUp/tAkUiE6I2mR3azjb5mfVlvVrfqpXjr+CiJSSkgMaOI\nhgHud55QwTEvJuTRONCd5nXsj2tbO11Fw0APLiVYxUyjQPfS/1tLKF9KzLvrMDeVqpC4uFj+PHqW\nqIPHcBXk03Xjda5di0en05Xb38nVmzqN2pKWcBFVdqLNeq9P1aM5rKLzITFND3pAjglr7JiIQncz\nVxro6TG6Hl5PuSP2eHC3t78vZHDw3HX8q7sQ3reJXbibUCigS3MfmgR5sOHXq0TF5yKVCKlfuxoh\n/tVoEuxR4ZoCgYDn2wWw/Idofj2RzLBeDSvcz9SoMdcnz2SKU3eaXzvDC3GHaB1zDJfZM3GeG4Gh\nWw9KBgxG99wL4HTvHpRr11Us33EBgUDA5IHNcVFI2X00gVNXs0nN1tAw4N7FzLm4HDQlRp5tW7vK\nXha51PoZ3648871a8yuyygOkpqawcePWSu8PFc2LjY0hOjqKNWsiSU1NYdasD1m//tsqXeO/gZMn\nj9OwYWPGjJnA+fNnSUy8hl6v59NPF2I2m3nllRcYMWI0YG3e+c4777Fz53ZGjgzH19ev9LvsSufO\nXStcXywWc+FCNBERHxIYGET16jfCYrds2VTasLr8bzc0tC1hYd3w8fFlwYJ57Ny5nXr1Qti8+Vte\neWUAmZkZJCZeq3Lrg4dFZn4xYC3ecjomm7QcjZ2YMVssxKUV4uUmp1+3Oizaco5fTyTzdp97C5dT\nF1etAIBULMQCmMwWxCKHmHHwYHGImX8RFouFjb9eJdMQB0H7OZq9FxNGlBZvZnaYxhuN3uTkhSI2\nWWLwvckq/E9FKhZisTyam63FYuFCQh4uThKCalbdQhZ8U97M3YoZo8nM5j/iEAhgwFP1yr2gBfu4\nWddOVxHi787lpHw8lDJqelgtm7U8Fbi7yriUmI/ZYkF4y/ysPA0bd/9NHY8SMtISiY2NJT4+lri4\nWLKyMsudj7OzCw0aNKJOnbrUrVuPevXqU6dOPWr7B7JyVwwxqYWo1k6kubExdTcZiB17Af21G8JH\n7C1G8bI7wrYKvJ6uxvaYZH4/lUqHzrIHKmTScjRE/noFJ5mI8JeaVJq346GUM6FfMwrUepTOEkRV\nKNbQsp4XNdyd+PtiBi91Ca60DPXB89cxICQ6pB2ngtvw369CqH3wZ+RbNiH983ekf/6OWemGrs/L\nlAwcjLFN27sKQ4tLK+SLbVHojSbGvtSUhqVCtkU9L05dzSYjV3NPYrqMI1GlIWZNq+ZFSk5O4pfv\n5lCkNTLl2kb6vdzvvlrzK7LKq1SFFBUVMXXqRIqKinjttTfp1CnM7rwqmuftXR25XI5er0ej0SAW\nOx6zN9O7dx82bYrk/ffH4+zsQtu27QgOrmMTGCJR1T6vsn5uZZR9lwBNmjRl27bdrFmzgm+/jWTE\niNGYzWaOHj3CqFFjKlzvhRf62JpZh4V15cCBP3nllQFcvnyR8eNHERhYh5CQhiiVbv/L5d93yjwz\nLet7cTomm9RstZ23MzNPi6bESNM6njQKdMe/ugsnr2TxStdivKs52VWzrAplYWZ3Ls1c5kl1hIU6\nePA47rL/IgbveJP9mXsxu+ghG8QCMXKLEr3Bwupzq/j6wlrUxQZKXIycPiVDfPbJvAFdV6ehECvu\nuJ+09GZrMD78m21qtob8Ih3tG9WoUohZGWWCIz6t4ryZK0n5eLjJK8xp2H82jYw8Ld1b+lZYfrlM\nKMWnqUjKLEJTYqRlfW+b6BEIBDQKdOfAyTh+3ncIdX4acXFWsRIfH0tsXBwmo33Cp0AgoHZtf7p3\nfwrf2kFEXxdT3SeA+RP74uPjU6nF+51+zfjyy7NMKFqDGDHqb/NAAAK5AIFciFAmAImA4pMaOKlB\nszybxjojgSWuqL+7RsxdVjq7GwrUOt4wOaNUSCj8Np7CO0+h4kLlVlqbLDahIRQKeLatPxt+vcof\np1N5pWt576jJbObguevIpSJeCgvm+z9iOZ1twnvYW5QMewtRzFXkW79HtvV7nDZ+jdPGrzEG10E3\nYDAlrw7E7Ffbtpa2xMhH646jVEh5JtSP5nW92H00kX0nrS+JQ59vQKubegHV8rQaOdJz770seH6R\njgsJuQTVUuJbxTLgJ08ep5ZfXdw8uvBSqASNKvO+WvMrssp37tyVgQNf49VXB1JUpCI8fASNGjXG\n3d3jtvN69uyFQCBkyJB+qNVqpk6dfs+f1ZNEsc7IleR8WtT1uq2n+8iRgzRv3pLhw0exb98vrFmz\ngkaNGlfpGAKBAIvFGhpcUT83i8XC2LEj+eyzxSiVShQKBXq9NS/y2rV4AgICbA2bb503dOhAVq1a\nT/XqNTh16iQhIQ1JTk6ievUarFy5nszMDObMmWUTPI8LGXlaPJQy27MhNUtjt70sxKyerxsCgYDO\n7fz4/EQc42PjyPYQcaGkmN6ZnqyrGVil493wzNz+9VEstj5TDSZH3oyDB49DzFTCxYsXWLnyC5Yt\nWwNAbOxVPv98AUKhsLTZ48d4eHiya9cP7Ny5A5FIxNChI8pZ7srIz88nPHwEkZHf2/WiSUpKZNSo\noeza9RsymYwLF6JZunQhYrGI0ND2DB8+qsL1bqYsjCI8fLzd+KxZHzBjxidkZWUyfsI4EuXXEDcC\nmcEVmb8cuUiO+KiYnKBiigQGXJ3AZDJTfZ8r5p5GROkiLDIL5sCKb0aiSyJMISZ4yMXNRHFCxNFi\nLAKweJgxhBmtzVlKqXmmJq4qV8adH0VeXi4uLq6sWfMN+/b9wtat3yMWiwgOrouibm8A9EYzTg+5\nKFRZiFlV8wXKcHeV4aGUcS1dVS48LialgPnfn6Wurxsfvt7abp662MCuIwk4ycT0CQu6ddlya0fH\nZ6HJT0dzPZMVK363eVguXblCYX4uv66wn+vs7IKLZwAuHr64evjx1qtdad28CcHBdXAqDXVatfMC\nBZezGNm7Eb6+NW97nQq5hJGvN+Hvxb/gbfZC6e2GQCq47UtSmSi81+alVcFisWA0WZCIhHddGrpS\nBAK7YgQdm9Tkh8PX2H8mjV7tA8rlRp2LzSW/SEePVr60bVSDzX/Eci4uh+fa+QNgqh+CZkYEmg8+\nQnLoAPItm5D9tAfnT2ej+GwOhs5dKRk4GF2vF0kvtMbY5xfp+GrPZQQCsFighoeCYc83KJffU+al\nS8+7dzFzPi4Hi8V6nVWld+8+HItKIOb4On7NrkGPrmH31ZpfkVW+T59X6Nv3FcRiMe7uHtSrF0Jy\ncpKdmKlontlswdPTk8WLv0Sr1TJmzAgaN25qy6v5p7Lnr0R+Pp7M5EEtb+u1a9CgEXPmzCIycl2p\nEO3P5csXq3SMOnXqsmHDeurXb8DTTz9bbrtAIGDQoNeYNOkdpFIpnp6eTJ1qFT3JyUn4+PjZ7X/6\n9Emios4xbNhIpk37iOnTJyOTyQkMDOI//3kJk8nE6tXL+OGHbUilUt57b+pdfCIPHp3BRH6Rjoal\nRTmkYiFp2fYVzaKvF5BZXcyeanrmxV8mGi3mts6AHqlOgFQg4HRREVTxz1FdbMBZLr6jp1lSaiB0\n9Jpx8DBwiJkK2LQpkl9//Qm5/IZ1e+nSRUycOJl69UL48cftbNoUyeDBb7Bt22a++mojer2eMWNG\nEBrarlw87vHjf7Nq1Zfk5eXajWs0apYt+xyJ5Mb+Cxd+yty58/Hx8WXy5AnExFyhfv17S8L/+ONP\nsVgsbPrxDwyKIJq3GIp3yWk6Nm9B3779AJhyYSL9+37Amt2XMKstCIUCUgTLWP/yF9Sqdfu8iH79\nXmRTxLYqNwq9H+h0Jbz++gA2fLcFuVzOrFkf8kzws/YW19et/zMajYSHj2Dq1BnodCWsXbuSDRtu\nzCtKjAJ8MDyCruLR8bkIgMaV5E/cjuBaSk5dzSa3sASvUg+M3mDi658uAxCfVkihRm9X7nbnkQQ0\nJUYG9Khra4YKkJ+fV+pZiSMuLpYTh0+TmhTP5sIMzCYj+286rkAgwNfPH6lbAP6BdRjQqyP16tWn\nbt16bD2SxdnYHDo3q8WRqHT0ypo0btzINjc2tYATl7MIqqWkXeOqvdR51FQw02cmAKdP375nEEBC\nuorPI0/xdGs/Bj9Tv0rHuFsS0lV8FXmKp1r5MaTn/TmGpLUU0U3eOalExFOt/fjxcAKHo9LpGVrb\nbv/9Z63FO7q39MXNWUqwr5LY1ALUxQb7cqkiEYbuT2Ho/hRqVSGyXT8i37wJ6eEDSA8fwOzsgq7r\nczRxboFP32cRiIRExefSoq4XfToHVSjWnGRi3F1lpOdqym2rKtdL5wbWqrqF+8iRgwTXbUyuUyjN\n/XLZtGnDfbXmV2SVP3nyONu3b2Hhwi/QarUkJMQTEBB0x3kKhQInJydEIhEKhQKJREpJSXGVr/VJ\npcxAc6cQWF9fP1auXFfp9l27fgWwGRIDAgJp1crad6p+/QZ8//2O255HWFg3wsK6lRvv0eNpevR4\n2m6sdetQWrcOBaBt2/a0bdvebrtYLGbu3AW3Pd6jJKs0X6aGhwKhUEAtL2cS8zTsUxXwt1bNX9oi\nztbWYvF35mRxPhKBgFAnZwqi8mholrC0b2s6x10sFzJ8O4puvc9UglRSJmYcnhkHD57HWsxkZMxA\npfrxvq6pVPalZs05t93H19ePuXMXMHv2TNtYRMQ8vLysFUxMJhNSqYzLly/StGlzpFIpUqkUX9/a\nxMfH0rCh/UNWKBSwZMkKRox43TZmsViYP38uo0aN5YMPrEmrGo0ag0GPr6/VetS2bQdOnTphJ2ai\nos6xbNkSxGIxcrmcOXP+C8DFi9FMnDiWgoJ8+vbtR58+L9Ov34u8PGQq+3dEIjIU89zFfWyXy0mO\nukT9+g1wclIQGBhImwbV+X3Pt/xx+BBCmRsCg9Xqum7dajw9Pena9SlmzfoAs9mMXq9n8uQPuHr1\nMnl5uUREfMicOfNZsGAeWVmZ5Obm0KlTF0aNGsPcuRFIJBIyMtLJzc3hww8jCAlpwJ49P/LDD9sx\nm0107tyVESNG8+efv7NlyyaEQiHNmrUgPHw8CQnX2L59K5MmTbNdv0QiZdWq9cjlcrvvoiK2bdtM\n27btqVOnLmazudw8hVQGuofvBi/WGYlLKySwlqudsKgqwT5unLqazbV0lU3M7DySQGZ+MR5KGXkq\nHVFxOYSVJumnZqnY/fsJRPpsYk5E88v3N0LDcnJyyq0vlilQegdRvVYArzzXgbp1rYIlKCgYuVzO\nzHUnyMjTMnhIGFKJiKSMIs7G5lDHR8mbzzcgIV3F3xcz6N0xkJoeCswWC9//HgvAoKe0r00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q1WZs2azn33PeCqtli2bDExMSexWq0MG/Ygw4Y9yOLFH3LpUixABUuG8qxYsYyjRw8jCALPPz/R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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11de0ae48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sd_line('FB0');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从图中你可以发现FB0经常在短时间内上涨，然后反弹，趋势无法保持，所以FB0(纤维板)是我们应该过滤的商品，反复反弹就意外着位移路程比值大，你可以发现有多个大于2.0的位移路程比阶段。\n",
    "\n",
    "再看看下面的Y0（豆油)位移路程比图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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RFvYhMTHTMP/+Dk2FAn3oQBRFRVyePYOQkN6EhgYxdeoka5tNm74mKKgnISG9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vkJAQUlJS2bPnRzIyMtm1aydLltzD3LlndtnPWxpepVKRnZ3FihUPkpiYRGRkZJf9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\nqMgUERERERGRgFGRKSIiIiIiIgHz/woeBDi5YlpPAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e4cde10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sd_line('Y0');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从图中你可以发现走势太平稳了，没有好的趋势会形成，并不适合使用的突破策略，你可以发现有没有1个移路程比值大于2.0。\n",
    "\n",
    "ok，下面就根据以上观察结果编写选股策略，代码如下所示：\n",
    "\n",
    "备注：关于更多选股因子请阅读abu量化文档：第五节 选股策略的开发"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from abupy import AbuPickStockBase, ps\n",
    "class AbuPickStockShiftDistance(AbuPickStockBase):\n",
    "    \"\"\"位移路程比选股因子示例类\"\"\"\n",
    "    def _init_self(self, **kwargs):\n",
    "        \"\"\"通过kwargs设置位移路程比选股条件，配置因子参数\"\"\"\n",
    "        self.threshold_sd = kwargs.pop('threshold_sd', 2.0)\n",
    "        self.threshold_max_cnt = kwargs.pop('threshold_max_cnt', 4)\n",
    "        self.threshold_min_cnt = kwargs.pop('threshold_min_cnt', 1)\n",
    "        \n",
    "    @ps.reversed_result\n",
    "    def fit_pick(self, kl_pd, target_symbol):\n",
    "        \"\"\"开始根据位移路程比边际参数进行选股\"\"\"\n",
    "        \n",
    "        pick_line = tl.AbuTLine(kl_pd.close, 'shift distance')\n",
    "        shift_distance = pick_line.show_shift_distance(step_x=1.2, show_log=False, show=False)\n",
    "        shift_distance = np.array(shift_distance)\n",
    "        # show_shift_distance返回的参数为四组数据，最后一组是每个时间段的位移路程比值\n",
    "        sd_arr = (shift_distance)[:, -1]\n",
    "        # 大于阀值的进行累加和计算\n",
    "        threshold_cnt = (sd_arr >= self.threshold_sd).sum()\n",
    "        # 边际条件参数开始生效\n",
    "        if threshold_cnt < self.threshold_max_cnt and threshold_cnt >= self.threshold_min_cnt:\n",
    "            return True\n",
    "        return False\n",
    "    \n",
    "    def fit_first_choice(self, pick_worker, choice_symbols, *args, **kwargs):\n",
    "        raise NotImplementedError('AbuPickStockShiftDistance fit_first_choice unsupported now!')\n",
    "        \n",
    "# 通过import的方式导入AbuPickStockShiftDistance，因为在windows系统上，启动并行后，在ipython notebook中定义的类会在子进程中无法找到\n",
    "from abupy import AbuPickStockShiftDistance"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面代码继续同时使用向上突破看涨call策略和向下突破看跌put策略进行回测，唯一的不同是使用选股策略因子AbuPickStockShiftDistance："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "stock_pickers = [{'class': AbuPickStockShiftDistance,\n",
    "                  'threshold_sd': 2.0, 'threshold_max_cnt': 4, 'threshold_min_cnt': 1,\n",
    "                  'reversed': False}]\n",
    "\n",
    "buy_factors = [{'xd': 21, 'class': AbuFactorBuyPutBreak},\n",
    "               {'xd': 42, 'class': AbuFactorBuyPutBreak},\n",
    "               {'xd': 21, 'class': AbuFactorBuyBreak},\n",
    "               {'xd': 42, 'class': AbuFactorBuyBreak}]\n",
    "\n",
    "abu_result_tuple, kl_pd_manger = abu.run_loop_back(read_cash,\n",
    "                                                   buy_factors,\n",
    "                                                   sell_factors,\n",
    "                                                   stock_pickers,\n",
    "                                                   n_folds=2,\n",
    "                                                   choice_symbols=None)\n",
    "ABuProgress.clear_output()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:601\n",
      "胜率:44.7587%\n",
      "平均获利期望:8.5512%\n",
      "平均亏损期望:-4.8672%\n",
      "盈亏比:1.5452\n",
      "策略收益: 45.0541%\n",
      "基准收益: 17.8802%\n",
      "策略年化收益: 22.5270%\n",
      "基准年化收益: 8.9401%\n",
      "策略买入成交比例:79.4953%\n",
      "策略资金利用率比例:74.3811%\n",
      "策略共执行504个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": 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ENgA50ZnsaNjDVxVr+bJ8DQBOr4uilkOkJc9BURQUlOCeiLeLPmRjzVZyo7O4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3V/IYQQYiGZVsbGZrOpgO8DawAf8Em73V5zyT5G4DXgE3a7/dz1DlSI+SAUDrG/6QAv1r7CUCjA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1194c7668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "AbuMetricsBase.show_general(*abu_result_tuple, only_show_returns=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从上面结果看收益提升了大概7％，虽然不多，但是交易数量从1088下降到601，降低交易频率是最好的优化策略，涉及的交易商品品种也由之前的38个下降到21个, 如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "21"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(set(abu_result_tuple.orders_pd.symbol))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. 国际期货市场的回测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>symbol</th>\n",
       "      <th>product</th>\n",
       "      <th>min_deposit</th>\n",
       "      <th>min_unit</th>\n",
       "      <th>exchange</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NID</td>\n",
       "      <td>伦敦镍</td>\n",
       "      <td>0.07</td>\n",
       "      <td>6</td>\n",
       "      <td>LME</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>PBD</td>\n",
       "      <td>伦敦铅</td>\n",
       "      <td>0.10</td>\n",
       "      <td>25</td>\n",
       "      <td>LME</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SND</td>\n",
       "      <td>伦敦锡</td>\n",
       "      <td>0.05</td>\n",
       "      <td>5</td>\n",
       "      <td>LME</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ZSD</td>\n",
       "      <td>伦敦锌</td>\n",
       "      <td>0.10</td>\n",
       "      <td>25</td>\n",
       "      <td>LME</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AHD</td>\n",
       "      <td>伦敦铝</td>\n",
       "      <td>0.08</td>\n",
       "      <td>25</td>\n",
       "      <td>LME</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  symbol product  min_deposit  min_unit exchange\n",
       "0    NID     伦敦镍         0.07         6      LME\n",
       "1    PBD     伦敦铅         0.10        25      LME\n",
       "2    SND     伦敦锡         0.05         5      LME\n",
       "3    ZSD     伦敦锌         0.10        25      LME\n",
       "4    AHD     伦敦铝         0.08        25      LME"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gb = AbuFuturesGB()\n",
    "gb.futures_gb_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "将目标市场设置为国际期货市场，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "abupy.env.g_market_target = EMarketTargetType.E_MARKET_TARGET_FUTURES_GLOBAL"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "之后的章节会有国内，国际期货市场进行相关策略的统计套利策略示例，本节继续简单使用向上突破看涨call策略和向下突破看跌put策略进行回测，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:371\n",
      "买入后尚未卖出的交易数量:14\n",
      "胜率:40.9704%\n",
      "平均获利期望:5.4482%\n",
      "平均亏损期望:-4.6024%\n",
      "盈亏比:0.8230\n",
      "策略收益: -7.6953%\n",
      "基准收益: 11.5986%\n",
      "策略年化收益: -3.8477%\n",
      "基准年化收益: 5.7993%\n",
      "策略买入成交比例:34.5455%\n",
      "策略资金利用率比例:75.9042%\n",
      "策略共执行504个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": 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HOY9P7aolGZupx6QPBDaB4FQIIcTg5ConhBBHgS6HG1tgIc6+QnNs9JMnEyFG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\n2NWMTc4AGZtwaeZUABqdvYGx3d3NE7u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vC9RADUbeOGC8XDHnoohSOIvBQknyHHa17qWx\nu4kMazp+xY/do/5NWPTqxbx3LRt7aNHPycxs0kkp2gTyeP2hNWhAza7npvXvHraropXX11awbX8L\nv/j6sTS2O3n7syqcLi+GQMnxcBmbNlv0MjbB7lfhN7EDtXHW67T87H/63m5OvPjABP++C0UPJ7T0\ngnlyZGz+n733Dm8jve6270GvBHsvokSJkkh1rbTaoi3e3r3ucVxie53YTnP8JXGS1/kcl8RO7GRf\n23ESx7Ed1/WuvV5v9fYmrbTqhRJFihRFsVcARK/z/jGYIUCCFDtAau7r0nVBgxngAcCZeX7POed3\nANaUO/iz92zmpy+0cv2WcmVxTub+62q5prGUsgIp++PWnVX88pU2Xj/Rw917Vs37/fc39fHDZ88B\n0uLkTdtmZvGczFyFTQ6QHEOP1dfX61paWqIALS0t+wHq6+tn/IJ5eRZ0uoW9oRcVzbw4WmXxUX+P\n2aFNnA/bNpQiPNvMgCuY8h2uq87j8NkBznU6KSiwKYX2T++7gC8YpaLISs+Qj5ePSiLnxp3VKcfP\n5fe47TLHFCRW+UxWY8rrt6RJixhM+jz9E26Sa2oKKEoTgl4THJ807dxUjlYzOR2hqMjOz79856Ja\nZM6UilLphi1qNJf9vqNxEYNeS0nJzNzqFhpRFDlx8BRmnYmP7HqQt/oPc97dNu24vTFJbIuIGHIg\n3zy/c/z5ky/x3MWX2V6zkS1FUwuqmTJ8eghBENi0qk6xWJ4Ni3nNurFuN00jzZzznaOhZjV/+fxX\nueSWHIeqS4uwGa2UDhVAN2jM8WVx/bRZDDjHgos21uXwHWQKpyfIn/3zKymLSFGEtN/ZyRdbAegc\n8PDtx5s41TZEcvZwfo6JqxrL00647Q7pGu8NRhfs93AnUpU3rClalr9xdVhahIyKs/sb1WilFPGy\nIvuCfO6F+u7eUWTnHVfXTvl8Wen4IssDN6/jsVfbONfl5qP3zf/9e0bG+9x96M4N7Gic/aLUXIXN\nGJD8CTSyqJkrzgUuPprLirTK4qH+HrNnzCuF+kOBMMW5Zi72uhkcHFMm7GOJHOdwNM7bJ3uoq3Qg\niiKPv3oevU7Dg3tX8+1fn8bpCWHQaagqMCu/waL9HqJ0ge/pc2PTj6+49fRPFjYX+8eUz9PRleqq\nFQ9H0o5Ph/T6q0rtjI5kf3qOGJUui6fPD3Hj5qnToYqK7Hj9EUx6TcbOkw53J0P+UXaVbsfnirLW\nsZqmkWZaui6RP4WjmNM/vr7V0dtHLGd+i1OXRqTUsd6hYcq18/8e+saGyDU4cI8Ggdmlziz2NWuV\ncTU6jY43Og6zLXebImoAfO4oAcGDJiJNLLuHBqnQzayHQybRawT8wWjKdWqhUO8h0/Pqse5JkfG3\nTvTg84VSGhNHojEOnO5LOFjGOHF+iKpiG/deswpvIEJH3xgP3rAGvzeI35v+nLFbDJw4P8SJ5v4F\ncSfr6JHSqY2CuCx/42hI+t4HR3yzGn9fIgsjGkl/v5sNmTw/KopstF5y0tfvnnfD1JbOUXRaDQ//\nyXVYTLopP9N0Im6uI9gP3AVQX19/NXB6jq+joqIyBXIqmkGvobLYhi8YxZVklZyc3nSiTbJyHvOF\nGXIFaazNZ23leHraptUFS1KUrtTYTLB8TZeKFgrHFCMC14RC1KkujlaTnn/51DX89e9tX4jhLjrV\nxXbWVORw/Pwwh88NTrtvMBzNaH2NbBqwo3gLgNKY8tzo+bT7h2JhgrHx320hDASGAlIzOLnWZD7E\n4jFcIfeUoizTmHUmGgrW0+8b4OjAyZTnNIL0958jN+lcBjU2IDXpjMXFJe1OriIhG8Q8dM9G/vC+\nBkCy6/3XR07Q0Td+bp5qHyUYjnHj1go+ee9G/uzdm/niH1zFzvXF3Litgj+4awOOy7hzySljX/zB\nIQYWYFF6YNRPnt2YFT285sJc7Z7bEvWx6dIFlxN1FQ4i0TiX5tlIPBqL0zPkparYOq+6o7kKm98A\nwfr6+reAfwM+W19f/3v19fWfnPNIVFRUUgjLwkanUS58XUmNOj2BCHl2IzqthlPtkrCRhU9Bjgmb\nWa/kx25fV8RSMC5sUgO43sQFf22lFMLenGiW2Z1wepMddt55fS1/+u7N075HgcOUYgGazWg0Ap+4\neyMaQeC5g53T7hsMxzL2ueJinGMDJ7HozIqg2XAZYSMbB+gEacxyvc1cEUWRkYBUsLoQwsYZciMi\nUmienQPgUrK9WPpbf77zFWVbQ8G4kahNL5338/1ulwrzhF42oijy2omeBe95opKKNxDh3CUXtWV2\n9jSWsq5qfFFLBH72YqvS++tQ8wAAuzaUcHVDKVvqCmcdXfuT927lpu0VxOIiT+67OK+xH20ZYmQs\nRNkcisSzBZ1Wg8Wom1WNTTgSo6XLTWWRjdwpXECXC3UV0n092bhiLvQM+YjGxEmNSmfLnCRRS0tL\nHPijCZvPpdnvxrm8voqKynjERqfVKDbNPUNeNq8pQBRFfIEIq8rsVBRZabowyog7iCtRhC/3dKkq\nttHW42ZzXcGSjNmSEDYTe9l4AtIF/6F7NiIiWZKeah/hV6+1U1+Vq5gH7N1SPskJZ7lTkm9h46o8\nmjpGGXT603ZPFkWRUDiWMeOAdlcH7rCHa8p2odNIv2GJpRiT1kifbyBl30g8ypB/WBEf5bYyLnm6\nU5zRnr7wAn2+AR7a9KEZj8Eb8SkRIH9k/sJmNNE8NFsjNgCNBRvQa/R4Er1q/m7XX1BuK1Wez0ky\nD1gOyCvu3kCEHKuBc51Ofvy7FmxmPd/6s+szPLqVy8m2YWJxUVnAkq//IBmxXOgd40BTPzvqizjZ\nNkxJvoXqkrlHCWrLHXzw1nWc73Jz8Gw/91xToxSTz4ZDzQN878mzGPVa7r9u6pqO5YDdaphVxKa1\n20U0FqexNnsXXmbKmspxYXPbVXNPmZV741TPonl4OtQGnSoqWUokGkOv0yAIghKxkZ3RAiHJMtlm\n0rNlTSEApy6M4JbtkhPi4GN3beDvPrQjxaFsMUkXsTl+foimC6PotAK5diNFuWY21ORxy45Keod9\n/PdTZxkdC6HVCIpt5kpjV8Ke9FBz+nS0UDiGSOasnludUvfozUkF+4IgUGguYDgwojjPATxz4QW+\neuhfeaP7LQBqcqQb2YG+w7zdd5ThwCjPXXyJE0OnCcVmvoI5nEhDg4WJ2AwHpJtkQRYLG5POSGPh\nBgC0gpZiS2HK8/ZlJmzkyfIvXmolFo/TljAN8QYidA8uj8+wHJHT0GRhk9zj5XPv24pBp+Gx19rZ\nd6qPcDTOrvXF866B0ggCD1xfiyjCb/d1zPr4/af7+K8nz2A0aPjc+7ampE4vR+wWPWO+MK1drpTr\n5UTiosjx1iF++UobAA2rl7+wKXKYyLEaaOue/rNPx6HmAX71WjtGg5bGWfbZm4gqbFRUspRwNI4h\n0RirKNeMQadRUre8CZtIm0WvpHWdahueFLEpcJionmdYdzbIudmd/R7CkRg/faGFb//6NJFYnA/d\nXp9SO/O+d9SxcVUeJ9qG6egbw2EzZFXTtYVk+7pCtBpBqYWaiNz3J1OpaLIAkSfSMoXmAsLxiJIK\nFRfjHOo/Ckg1OVpBy201N3Jd+W6cITc/bv4lX3n7G8rxs5mQDy2wsJEjNgXm7BU2MF7TVGIpUqJl\nMgatAaPWsGyEzc3bK9mypoAzF508+kp7ivXwK8cWvomfirQo0tQxSlmBJSVq8oWP7OSvf28b5YVW\n7t5Tw5gvzC9ePo9GELh+y8L0ddq2tpCaUjuHmgdT0qQvx4m2YX7wTDMWo47/7/3bqKvMfivzy5Gf\naFHwtZ8d44s/PMyRc4NK+p9M04URvviDQ3z78dP0Dvm4prGU9dXLW9CBtAi2tsKByxuekw34RJE7\n395zqrBRUclSIpG40vFXoxEoL7TSN+IjGosrNSt2s4GiXDNlBRaaO50MJbpGZypnt6rYRnWJjWPn\nh/jS/x7hlWM9VBRa+cJHdnL9hKagWo2GP7q/keJEv4SpetesBCwmPdUldkXwTSSgNOfMjLCJxKX3\n12tSI3tFZkk0y6KjLZGyJrOzZCv5pjw+sP5dfPHqv2ZvxZ6UFbvZTMhTIjaR6QuSO8e6ONB3ZNrV\nwZGgFLHJN2X3imhDwXrKrCVsLmpI+7zdYF82wkajEfjkfQ1UFFp58UgXZzpGKXSYMOq1886/V0lP\nU8cIkWicHfWpdZS1ZTlKH687dldT6DAhirBrQzGFjoVpWiwIAu+8Xkohe+LN6Zv5ynj8YX70bDNa\nrcDn3r9VaUC93HnXDWt470117NpQTPeQl+8+0cQXvv82fSPSYmTXoJdv/foUPcM+9jSU8KVP7OYT\n92xEq1kZ0/A1c6yzOXCmP1XkVsxf5K6Mb1RFZQUSiY0LG4DKYhvRmMiAM4A3UbNiTTSA3LKmkHA0\nzrFWKSKQKWEjCAJ37q5BFKF32MdN2yr4wkd2Tun6YjPr+dN3bcZm1q+YG9xUrK10EIuLKQ5FcVGk\na9BLZ2Jb5oSNJJQnChu58F4WHUcSDTzvW30Hqx013LnqFmXfAnMe76t/J1+97v9wW81NAHhn4eY1\nnDAOgOkjNkf6j/PPR77NT5sfpc01OQUmGo/yu4uvcKj/GAICeVne2NKg1fN/dn+Oe1ffnvZ5u96G\nJ+IlLi4PpzGzUcefvGsTVpOOuCiyriqXqhIbvcP+tKJeZX4cTaSh7VhXPOU+ep2Wj9y5nopCK/de\nu2pB33/T6gLWlEvOj5cGLm9y8drxHsb8Ed55/WpWla6ca35Rrpk7dlfzR/c38tWHrmZPQyl9I36e\nfqsTURT5wTPNRGMif/LgZh66t2FBbLKzibrKVGETF0WlTng6njvYiU6n4S8/sG3B5gDL01tPReUK\nIByJYTGOCxRZHPQMeRU7VXui4/HmNQX87tAlAqEoOq2AdR5WifNl5/oiBpy1VBfb2bq28LL7lxda\n+eZnrpm3/322U1fh4IXDXbT1uJWV1BcPdym51pANwib176YwEbEZDowQjUc5MXgah8HOrTU3cvuq\nm9O+lk1vpcQirR7PNmIjIJBjsE9rHvBW32Hl8dHBk6zNW638XxRF/v3E/9DqkmqGVuVUodUsDwe9\nqcgx2IiLcQLRIFb9ZOOJaDxKKBZO+1ymKM6z8Ol3buJ7T53hqvXFNHWM0tbtpmvIy5ry7Baay4lo\nLM7JthEKckyXNQNoWJXPlz+xe8HHIAgC79hZSfuTZ2nudF429fl0xyiCAHu3zr7x4nKhNN/CJ+7Z\nQGuXi+Pnh7g0UEXngIdtawtndE9cjtSU2NFpBSX99Jcvt/H6iR7ef8tabtxakfaYeFykfzRARaF1\nQVPmV/ZMQkVlGROJTojYJJzRuga9SiqabOdcV+lQCvcdVuOCN8ebDVqNhvuurZ3VBVyv02Z0zEuB\nvKJ1PqnuILkGASAWn1vh5XxRUtG0U6einRs9jy/qZ3vxFqXPylTMpeh9ODBCvikXu8GGPzp1Kloo\nFkZAwK63cXzwFLH4eBRgLOyl1dXOqpxqvnzN3/DZ7Z+a8ftnKzblu0y/Gv6Dpp/xxQNfJxybXQ+N\nxWZDTR7/9sfXsaWukFUJl6NL/cvDtnq50NzpJBCKsn1dUUavn9XF0u/bk6gBnQp/MMqFnjFWl+Us\nmaFNphAEgV0biwmGY/ziZckyf6WKGgC9TsOq0hy6Br30j/p58UgX4WicH/+uRTE9msjIWJBoLL7g\nVt+qsFFRyULERBg3VdjIERsfnkCqsNFpNTQkbCNzbSvTWWy5k2szUllk5XT7CK1dUmO27mEfVpOO\nz7xbKiCvy9BqdiQxKTZMSEXLM+WiFbQM+oeVNLQdJVsv+3r2RP+VmTaWDMfCuMMeCs0FWPQWQrFw\nimCZuK9JZ2Jb8Wa8ER8tzvGIlzskCcVaRzX5prxlH62BccvnsTQisc3VwcnhM/ijAcYWoEHqYiH3\npbioCpsF5eWjkiHDro1Tp6EtBcV5ZnRagZ7h6c/35s5R4qKo3KtWOldvlKzb5et9Y+3StF3IFHUV\nDuKiyP88fRZgkpvrRPpHpQWsUlXYqKisfKIxEREUVzSAHKuBHIue7iEv3gnCBmDzaumiudL6wKwk\nPnR7PQjw/afPMuYLM+j0U1Fk4449q/j3z+5l2xI1Up2InIo20ZVLI2ioyamiy9PDyaEmCkz5rMq5\nfJ+CmUZs2lwdtLsuKvU1heYCLDqpsHmqOptQLIxRa2BnQmAdHTipPOdMCJvcLK+rmQ12gyQKJjbp\nFEWRJ9t/p/w/mw0Gygot6HUaOpNqMFouOXnk5fNXZN3N796+pEx2kxl2Bfjtvo4Z1SZ0D3k51T7C\n2kpHxtP7dFoNpflWeoZ9k5zAkrmQsP/eUJPdToULRVWxjRuSUu5WskEOjGcltPeO4bAalN5EQ87J\n1/JoLE7fsBThK81XhY2KyoonEpVu9npd6opzVYmdYXeQ9h43ggAFOSblua1rCynKNV0xN43lyNrK\nXO7cXcOwO8h3Hj+NKI6nGMqphJkgHI+gE7RpU8x2lGxBRCQcj7CjZMuMUl5seukzecPTp6b86Mwv\n+N+zv1DMCQrN+ePCZgpntHAsjEGrp9ZRTZ4xlxNDTUoqnXsFCpsyq9QDSe41JNM82kq7u0P5zbJZ\n2Gg1GqqKbfQM+YhE4zg9Ib7z+GleONzFr15vv/wLrCCcnhCPvtrGU/tTjS+isTjfefw0v93Xwan2\nkSmOHueNk70A3LGrelHGOVsqi6yEI3GG3cEp95EbWK70CX4y77u5jh3rinjono2X33mZsybJ0eyW\nnZVUJO5tg65UYeMNRPjC99/mkUR96Vyau06HKmxUVLKQcGLFzqBPPUXlXPXuIR9lBdaUvic2s56v\n/9E1vGNH5dINVGXWPHB9LVXFNsU9pmIKx7ilJBqPTqqvkdlevBkBSczsnEEaGki1OiatkR5fH0f6\nj6e1ZY7Go7hCbpwhN4MByc1PSkW7TMQmHsaoMaARNGwv2UwwFuRoIk1uJUZs6nJryTHYOTF4WknP\nE0WRpy5I0ZobK68FslvYgJSOFouLdA95+cEzZ/EFo5iNWl460q1Y4l4JjIxJE/+JAuCJNzu4lOgF\nc7mULoCmC6MY9VoaV2dHepM8ie2ZIu0ISMo0uHLSpU0GHZ95cBN7GkszPZRFx2E1UFZgwWzUctO2\nCgodJgQBBidEbH7yfAsDSdtK8hbGflxGFTYqKlmInIqgn+AUVpPkHFKzhI03VRYOnVbDQ/dsRKeV\nxIIcsckkkVhkktWzTI7BzvUVe9hWtIkK28wb+9kMNjxhLz88+4u0tszukAcRkbgY5+JYFyCZFUyX\niiaKIpFYBINWmhjdUHENeo2O37Y/RyAaxB2SUl1WkrDRCBq2F2/GF/XTPNoKwMmhJi55ethRvIUN\n+euAmdczZYqaxKLMT19o5cxFJ5vXFHDX1TXA5InPSmY0IWxGxoJK2lZrl4vnDnaSk2hw3H2ZIvxh\nd4D+UT/rq3NT6jAziVxP0TlNHZUnEEarETAbl3/tm0p6/vTdm/nbD+3EYtKj02ooyDGlRGzaetwc\nPjdIbVkOWo1AVbENg35h/x5Uu2cVlSxEjtjoJ5zw8uQAxqM3KsuPymIbH7q9nkPNg1nxO4bjkUlW\nz8m8r/6BWb+mNymC0OHuZG3eavp9g/z83K95R/VeJV0N4EJC+KREbNJYPkfiEURERdgUmPO5reYm\nnul4kec6XlIiNg7jyumPAbCrdDuvde/npUuv81r3ftpdHQgI3F17K+FEfdRyiNgAdPSNYTPr+YM7\n13OiTYrU+YLZ5ei2mMgRm2hMxO0NYzJo+f7TZ0GAz7yzkYcfOzVt1AOgqUOqScuWaA2MpyG1T9Og\n0euPYDPrV7wD5pVMSV5qvUxRrpnmTiehcAyDXsNzBzsBeO9Na6gsXpxsBVXYqKhkIXKNjWHCalyh\nw4TVpMMXjKaIHJXlx/Wby7l+c3b0cojGo5j0Cxs5MmgNBGMhANrdF+nx9vGt49/DG/FRPFyoRBoA\n3GEPNr0Vs86ERSfdGNNFbEIxqTGtUTueynJL9Y0c7DvKq937MGtN2PTWaUXacqQmp4o1jlWcd0nd\n3XONDq4p30WJtRhXQsxlu7CpKLKi1QjE4iIfuWM9DptRsfz1BaIZHt3SMeoOKY+H3QEOnhlg2B3k\nnmtqWFuZS0WRlQs9Y5NcMWVCkRgvHJIinJtWZ4+7mM2sp6zAQlvvGLF4HK1m8ti9gQi5V1B9jYqU\nZtbc6eTff3OariEvbm+Y1eU5rKvKXTSBmx0xTBUVlRSUVLQJNzZBEFhbmYtRr71sQzYVlZkSjkem\nrLGZK5/c9BHuX3Mn+aY82lwXePjYf+KNSCk2/mhAmZDLyM1Ap4vYhBPCxpAkbAxaPe9Zdx9xMY4v\n6l9RaWjJ3FZzEwDV9kq+tOfz3F17KzBu1OCJZHedik6r4YHra3lw72p21Evuf9aEq+OVGLEBKQXv\n4NkBCnKM3Het5CBVWWglLoqKFe5Entp/kf5RP7ddVUVxXvY0ZQVYW+kgFI7RPTj5bzEWj+MLV6QZ\nIQAAIABJREFURrGbV3b/GpVU5BrSpo5REGHn+mI+fveGRY3araxlLRWVFUJ4CmED8NG71uMLRDAZ\n1NNXZf7IdStT1djMlVpHNbWOanq9/RweOI6AwO+vfw8/PfcY/og/jbCRVp/Ha2wmT+xCaYQNQGPB\nBhoK1nNm5NyKFTYNBet5qPFDrM5dldKfR6fRYdGZU1L/spW796xK+b/VJF3DfMErKGKTJGwONQ8S\nCEW5emMJukQ9pTwR7B70UpUmVae1y4VGEHhw7+qlGfAsqKvI5Y2TfZzvdk3KKPAmonI2VdhcUezd\nUkZBjomyAgvFeeYlSUNUIzYqKllIKCynok0uqsuxGBbcHlHlyiUuxhERFy19a3vxZmx6Kx9r/CB7\nyq/CpDXijwaUehgZJWIjp6Kli9jEE6lomlRhIwgC7157HxadmVpHdtjfLjSCILC1eBM5hskpqPaE\nUcNyQ0lFu8IiNrKIOX1BsnVuTGpYKUfik3v+JOP0BMm1Gxa84HohWFslLSq0pamz8fqlc9dmuXIc\n0VSklhVb1xZSkm9ZstoqdclXRSULkYtHF7pxlYrKROTi84WO2MhsLmpgU+FG5aZm1pnxRwK4gpdJ\nRUtTYxNOU2MjU2wp5J+u+8KkJqNXAja9jUH/MHExnrYXUbZiNSciNldIjU0wHMUXjLKuKldp0KnV\nCKxP6j1WXWxHEOBiGnexeFzE5Q2zqiw76yuLc83kWPSc73ZzoXeMUCTG6vIcjHpt2qbSKiqLwZV3\nB1BRWQbINzXVIEBlsYnIwmaBa2ySSV6ps+jNjAQkV6dco4OxsIe4GKcoIWzMOqnp7GxS0WSuRFED\nUsRGRMQX8WM3LJ/aO6Nei1Yj4L9CIjYvH+0GoLzQSnWJjfPdbrasKUhpzms0aCkrsNI54CEuimiS\nzp0xf5hYXCTPbpr02tmAXAN6tHWIr/z4CCAJt5pSO6ZEzzW1xkZlsbky7wIqKlnOxX4PDpvhiurQ\nrJIZIjFptdywSBGbiVh0ZnpiIcLxCKtyqhAQcIZcSo2NRtAoUZ2JTBexuZLJTdhbDwWGl5WwEQQB\nq1mPd4XX2IiiyG/evMDTb3WSn2Pkjt3VFOdO3ZSwpsRO77CPgVF/Stqx0yM5quVn8X2hrtLB0dYh\nALavK8LpCdHZ7yEWl3r22CyqsFFZXJZPzFpF5QrB7Qvj9ISoLV1ZvThUshM5YrNU0Q6LXkqvjItx\nHEYHpdZi7AYbDsP437tFZ57C7lka61QRmyuVtXlrAHj+4qv846F/o9fbn+ERzRyrSYcvsHIjNnFR\n5BcvnefptzopzjXz+Q9un1bUwHiPsonpaLKwyeYFr7rKcfOOTz3QwBc+spOP37NB2aZGbFQWGzVi\no6KSRVwa8PCNR04AahqaytIgC5ulitjIqWYAeUYHt667n3AsMildbcA3OOnYdHbPKlCftwaNoKFp\npBmA13ve4gP1D2Z4VDPDatLTP+qflHa1Unhq/0VeOtpNRaGVz71/K7m2y4sS2Q2tdzjVNnk5CJva\n0hxu31VF4+oCpZfNtroi5XmrKmxUFhk1YqOikkU8c6ATbyCCTqthUxZ1lVZZuSxFjU0ysp0zSDU2\nOQa7koaWvE84HiEaT01RUlPR0mPWmanNqVH+f3zg1KTvLluxmnSIIgRDsZTt3YNeBpzpe7ksF9p7\n3Ty1/yIFOUb+6ve2zUjUAJQkTGMGnKlRy1GPZBWdn6U1NgAajcD7bl5Lw6rxc9po0CpRqPyc7B27\nyspAFTZZxsX+MdrTWCWqrHxCkRin2kcozjPz3b/Yy+pyNRVNZfGRa2yWLBVNN+70N1XPmfFeNqkT\nu1DC7tmgUYXNRLaXbEYjaFjtqMEX9XNm5FymhzQj5BX8ZAMBlzfEV35yhIcfO5WpYS0Ij73aTlwU\n+fjdG7HPwubYYTNg0GkYnCDslkPEZio+/8Ht/NMfXo3Dqp67KouLKmyyjO/+pomv/uQov3njQqaH\norLENF0YIRSJcdX6YqXPgYrKYrPUqWiynTNMI2xky+cJBgJqxGZq9lbs4R+v/T+8v/5BBAR+df4p\nAmnqlLKN8V424xGmp/ZfJByJMzDqX7ZRm7ZuN61dLjatLkixc54JGkGgKM/MoDOAKEpF94FQlK5B\nLwKS8FluGPRaSvLU9gUqi486e8oiYvE4w24p1PzUWxdxe0MZHpHKUnKkRXKS2VlfnOGRqFxJLHYf\nm4lMTEVLv480Afry29/gQO9hZfvl7J6vZDSCBrvBRoWtjDtW3cxo0MkvW57I9LAui9UkRQq9iYjN\ngNPPGyd7kcttmi6MZmpo8+KZAxcBuHtPzbT7TUVxrplgOIbHH6Gtx80Xf3iIniEfm9YUqAtfKirT\noJ4dWcSYL9UZpqljeV7QVWZPJBrjRNswhQ6T0nlaRWUpkGsx9NqlckWThI2AgMOY3iAjOarzq/NP\nKY/ViM3MuHPVLdTkVHF44DhH+o9nejjTYk/Y/44kFvWeeLODWFzkPTfWAXD6wkjGxjZXuge9nGwf\noa7Swbqq3Dm9hhzd+P4zZ/naT48x7Apy954a/vjBTQs5VBWVFYcqbLIIuTCwcbVUdLccL+gqc6Op\nY5RQWEpDE1agM5BK9hKJZSZiYzfYpqzrSY7qlFlLlMeqK9rM0Gq0fHTj+zFoDTzS+htGg85MD2lK\nNtZK97vD5wbp7Pfw9tkBakrt3LaripI8M+e7l1/N6e8OXQLg7qvnFq0BKM6TzoGmC6Pk2Q381e9t\n4103rFGjNSoql0E9Q7II55iUeta4Kp88u5EzHaNEovEMj0plKThyLpGGtl5NQ1NZWjKViiY3lUxH\nTBy/7oVioaTHqrCZKcWWIt699l4C0SDfOfF9uj29mR5SWkryLNSW5XD24ig/faEFgHffsEapMwmE\nogRCy8PhDaSU8uPnhynIMbF5zdydLYvyxsX9X39wO/XVs6vTUVG5UlGFTRYxKncVzjGxa0MxvmCU\nx99oV553eUPEE4WEKiuHSDTOibYhCnKMiiWmispSoaSiLZErmt1gQyNoKDIXTrnPzpKtbC1qBMAd\nGlO2h+NhNIIGnaBd9HGuBK4p28U7qvYy4B/iP079kEiWWkBf3VCCKEJ77xgbavJoSERx8hPuX65l\nVG/a3jNGIBRl85qCeUXf6yoc7FhXxJ+/ZwuFjukbeqqoqIyjNujMIpyJVLQ8u5EHrlvNibYRnj/U\nRePqAmKxOA8/dooP31HPjVsrMjxSlYXk7MVRAqEY128uV9PQVJacJY/Y6C382bY/nNS7Jhmr3sJD\nmz7Mt45/jxZnm5QuJwiMBEYxa03qeTJDBEHgwbX3ICLyStebHOo/yrXluzM9rEns3VJOIBQlEo2z\nd0u5sj0v0a9FXvTLRsKRGHqdRvmblFPI59uHzKjX8hm1nkZFZdaoEZssItmj3mjQ8sl7N6LVCHz/\n6bP8/MXzALx4uCuTQ1RZBI60SB3Wr1LT0FQygFJjs0QNOgHqcmundERLxpFIV3OHPbzZcwB32MPu\nsh2LPbwVxzuq96ITtLx06XXFPjibMOq13HdtLe+6YQ1FuePRCblfi5ymnW1j7x/180fffJ2nD3QC\nEI3FOdIyhE4rsGGWFs8qKioLgypssohRTwiNICjdiWvLcnjg+lrc3jCDLqkfgV6n/mQrjYt9HsxG\nLbVqQ06VDBBZ4ojNbHAYpHNiwD/I7y6+jElr4vZVN2d4VMuPXKODTYUbGfQPM+AfyvRwZoyciub0\nBHnp0CU++539XBrwZHhU45xJOJfKfedeOtLNwKifaxpLMRrUdEkVlUygzpKzCOdYCIfNgEYznmZx\n5+4a6pPsIvtG/MTiqqHASsLtC5NrM6JR02tUMsC401gWCptExOaJtmfxRfzcWnMjNr01w6NanjQU\nrAfg7Mi5DI9k5igRG0+IFw91MuYL819PniEUiWV4ZJMZHQvy230d2Mx63p2wqlZRUVl6VGGTJXj8\nYZyeEIUOU8p2jUbgD+9v4M6rq9laV0gkGmfQmf3dpFVmRjQWxxuIkGNRXZ5UMsNQYAQBgTzj3Ppt\nLCaysOn19eMw2Lmp6roMj2j5srGgHoAzIy0ZHsnMkWtsuod9nOt0IgjS4t6jr7QBUmra429c4ETb\ncEbGl2xq8L2nzhKKxHjPTWuwmbNvkUBF5UpBFTZZwuFzg8RFkW1riyY9l2sz8p4b66ivliYe3UO+\npR6eyiLh8UtpQDlWVdioZIZ+3yAFprysjNgkW0LfVXur2phzHjiMOVTaymlzXchad7SJmI1ajAYt\nbd1u4nGRu66uobLIyqvHezh+foj23jGefusiP3y2OSNRHGeSqUFrl4t1lQ6u3VS25ONQUVEZRxU2\nWcKBM/0IwO6NJVPuU1ksdaR/40QP3kAk5bnnD13ir/7jLfzB5XHDUpEY80lpQA5V2FxxDPlHONB3\nJKNj8EX8eCJeSq3ZaVwhR5GKLYXsKbsqw6NZ/tTkVBIVYwz5MxPhmC2CIGBIqivdvq6IT97XgE6r\n4YfPnuPZRNG+xx/hzZNL36cnOWKj1Qh86PZ6NaVYRSXDLAthMzoWJBpbuXUlLZectPeMsWFVnpJT\nnI76qlzqq3I5c9HJt351Sqm1icdFfvlKG8PuIJ39Y1Mer5J9jPklYaNGbK48Hjv/W37a/CiXPN0Z\nG0O/T3LkK8lWYWPK5YPr381DjR9Gq1GLsedLqUX6nfv9gxkeycxZUy65573zxjpWldqpLLLxvpvr\n8AYinGgbxmzUotNq2He6b8nH5vKG0WoESvLMPHB9LRVFtiUfg4qKSipZ38fG5Q3x+f86yJryHP7i\nfVtXnCtYNBbnx8+3IADv3Lt62n11Wg1/+YFt/OeTZzhybpBv//o0W9cWpqwQDbmDbFjkMassHHLE\nRhU2VxbBaJCWUcnCvc3VwY4MnbX9vgEASi1TR4ozzTXluzI9hBVDiVX6neXffTnw0TvXM+YLs62h\njKEhyRHt5u0VxGJxfv3GBe7YVc3R1iH6RvzERXFJIyZOT4iyAgtf+nj29QZSUblSyXphc67TSTQW\np6XLxY+ea+YT92xcUc3Zfvf2JfpG/Ny0rUJZmZoOjUbgo3fU0zfi41T7CKfaR1KeH3D6F2uoKouA\nWxU2VyRnR1uJilJNQLurI2PjkFfuszUVTWVhKbVINZxypG45kGM1TLo+CoLAbbuqecfOSjSCQN+I\nn0sDXkbcwZQ+OItJKBwjEIqSa1Nt+lVUsomsFzat3W4ACnJMHDgzQFGumQeunz6ysVwYdPp56q2L\nOKwG3nXDzD+TxaTnHz62i94hH+d73LR1uwhF4hxrHWJwVHVMW06oNTbLn1g8hoiITjPzy+nJoSYA\n9Bodba6OjDUeHEz0NJEnvCormzxTLnqNfln1spkOrUbK4CgrsADQN+JbMmEj19fkTpM+rqKisvRk\nfV5Xa5cLo17L335oB4UOE0/uv8j+DOTSLjSiKPLTF1uJROO8/x1rsZhm50ikEQQqi23ctK2Ch+5t\n4DPvbMRo0KoRm2WGKmyWD56wl9e69xOIBlO2f+3w/+UfDv7LjF8nFo9xZuQcecZcthQ14o34eP3i\nwYUe7oxwh8YwaPSYdUszGVTJLBpBQ4mliAH/EHFx5dStlhVIvY16h5fu/qcIG5sqbFRUsomsFjYe\nf5jeYR91FTnk2Y189r1bMBu1PPZqW6aHxhsne3lq/9xTSJo7nTRdGKWhNp9dG+afBiIIAiW5Zgad\ngYyt/qrMHjkVza72sclquj29fH7fl3is9bccGzypbBdFkV5fP6NBJ56wd0avdd51gUA0yJaiBq6v\n2INBa+C7h37MBXfnYg1/StxhDznGnBWV3qsyPaXWYiLxCH3LqM7mcsgRm94RHyfahvnaz47x2W/v\nY3QseJkj505nv1TvUzSh95yKikpmyWph05Po17KqTMphLSuwsrrcwZg/Qiic2c7DP3ruHL95s4Ng\neG72yvJnu2FL+YJNKorzLYSjcVze8IK8nsriM+YPYzHqVpwpxkrjhc5XlcejAafy2BsZ7yk101qZ\nk0NnANhS1EBdbi3vWXs/AH2+/kn7jgRGFy1tKC7G8YS9OAz2RXl9lexkS1EjAAf6Dmd4JAtHSb4F\njSCw71Qf3/rVKVq7XLh9YfY3TT6nFooDZwbQagS2rC1ctPdQUVGZPVk9m5KtcJNDvfmJfNZRz+Kt\nxMwGedVmtrh8Cx/GLsmT0kn6R9V0tOWCyxPCYVOjNUvJ/t63+bdj/4E/MrPzJBANcHL4DBpBulw6\nQ27lOWfIpTxum4GwEUWRU8NnsOjMrHHUApBjkCxi/ZHJ9XHfb/oJ3z7+3zMa52zxhL2IiOQY1eLn\nK4nNhRux6a0c6jtGJCb1QwvFwnzt0MM80vIbgtHQZV4h+9BpNdSW2dFqBPY0lPL5D25Hr9Nw8Ez/\nvDMYmjudtPW4U7b1DHnpHPDQWJtPjhptV1HJKrJa2Mhd2e2W8fqT/Bwp7DvqydzFN550oezom5uw\ncSeiKgs5qU0uoFTJfgKhKL5glEKHWt+wVASjQZ5oe5Y2VwdPtD83o2OODzYRjUe5reYmYIKwCY4/\nfrV7H6927Zt2InXJ040r5KaxcIPSl8Wil85b3wShJYoi/b5BnCHXpLqe2RCLxzjQd2SSkHOHpZ5X\nasTmykKn0XF12U58Ub9iYtHj7aXL28ubPQd4vO3pDI9wbnz2vVv51z++lofu3ci6qly21hUqbmnz\n4V9+cZx//MlR5bz2BiL815NnAbh2U9m8x62iorKwZLWwUXp8JK2IyA0sFzN39nIEQ+NpcBfn2BDT\nrRQeLqSwkQoo+5awgFJl7gy5pBX6wtzll6MdjkUITphsDwdG+efD385ow8nL8WbPQfzRAFpBy/7e\nt7ngvnjZY+TPs7WoEZveiis4HqVJjtgA/Or8k3R5eqZ8rVNyGlphg7LNOoWw8UcDhOPS4s5IYPSy\n45yK3154jp82P8rTHS+mbB8LSYsyDoMasbnSkHsD7e89BMCAf1h5bmAZNe9MxmLSpdQqbqjJA6B3\neO4LfaHI+L1+yBXAH4zwzUdO0D3k5abtFeyoV90EVVSyjawWNp5EKpo9yTEqP0cSNs6xzEVsfMGI\n8rijb+bC5s1Tvfzzz4/hDURw+eTaioXrpp1cQKmS/Qy7JWFQtAwjNv/d9GM+98bf83bfUWXbT5sf\npdPTxRNtz2ZwZNPTNNKMgMAnN30YgF+ce5xYfPp6vUBUEqA2vZU8Uy7OkFtZvXUlIjZ/uvWTfKD+\nQQAO9R+b8rVODZ9Fr9GxoaBe2WbVJYRNNFXYOJME1EhwbsImEovw8qU3ABiY0LtEjtjkGNWIzZVG\niaWItbmraXW1M+gfZihJ2CzHVLR0yNkdI/NYBHUlZYacbBvhXx89SeeAh71byvjgretU0w0VlSwk\nq4XNWCIVLScpFS3PnvlUtGRhM+QKKivvl+OxV9s5d8nF9546g9sbXvDaCpNBR0GOUU1FWyYMyxGb\nLHHVOTl0hgN9R2a0b8uo5Ez44+Zf8vSF5yV3MK9UqJuTxalN7tAYNoOVxsINXFu+i15fPy93vTHt\nMf6EsDHrzOQaHUTiEUWEyBGbIksBV5ftxKq3cGTgxKRoFkgpYf3+QSptFRi14+e+RS8JW18k9bxN\njgYNzzFic2r4jPJ4LJyaNqtGbK5s5KjNW72HlH5GQNq/3eVIQc78szucSfOMR145z4XeMa5pLOXD\nd6xHo4oaFZWsJMuFTRiNIGA1J9XYZIF5gC8gOaEVJVKIDp6ZmfOKTitdCJsujOINRBald0lZgRWX\nN4w/ODe3NpWlYygRscmGVLQXO1/je6f/l0fO/XpGxbYGrR6D1kChuYDnLr7MIy2PJ0UcsveG7w57\nyE1M5O9fcxc2vZVnO15iJDDKgb4jDAdGJh0TiATRCBqMWgN5xlxgPFLjDLoREHAYctBpdOwu3YEn\n4uUfDz08yUzAGXIRF+MUmgtStmsEDVa9eZJ5QHL9zlyFTV9SlGYwMJwSnXInhI4asbky2Va0CYvO\nzMH+I/T5BzFo9JRYignGVlrEZu6fx+kdP1YUYdeGYj521wZV1KioZDFZLWw8vjB2iz7lImI26jAb\ndSkrKUuNHLHZu6Ucg07DW02Xd14JRWKTbJgXo7GXUmejRm2ynvGITeZS0eJinMfPP80T7VL6WFSM\nEYlPL4pj8RiBaJAaeyV/sf3TVNrK2df7tvL8xMhDthCMBgnHwooLmFVv4b7VdxCJR3ik9Tf8tPlR\nvnH03ycdF4gFMetMCIJAntEBSCLFHfIwEhzFYcxRjADuX3Mnt9XcxGjQycPH/pPHzz9NNB5l0D9M\nj1dqLFxozp/0HjajbfqITXCy4Erma4ce5r9P/3jSdlkQrXHUEo1HU1LaxkKJVLQsjrCpLB56rZ5d\npdvxhL30+wYoshRi1plWTMTGbNRhMermFbGRU9EaavO5dWcVn7hnIxqNKmpUVLKZrBY2Y/5w2saF\n+XYjo9OswjRfHKV/ASb2HX1j/O33DtJyyZmy3ReQhE2hw8y2dUUMOANcuEytzaBTmsRuS/K8Xwyb\n35pSyTr22PnF6X2hsnAMjwUxG7VYTbqMjeHn537Ny11vUGIpZrVjFQChy6zYyg5dVr0Fh9HOn2//\nQ9bmrlae90bm50K0WMgRimQXsPr8OgDOjrQApG2yGYgEMOsk8ZlrkoTNj848wt/u/zKukJuipAiM\nTqPj/jV38hc7Pk2hOZ+Xu97gt+3P8dW3v8n3EsKjaELEBsBmsOCLpjbXlSM2AgIjAeekY2Si8Shd\n3l5ODDVNWmAZDoygETRsLFgHQH9SBMcd9iSiRZYpX1tlZXND5bXKY6PWiElrnNHixmLgi/j5lyPf\n4ZkLL1y27m2m5OeYGB4LztnyWV5AffcNa/jALWvRabN6yqSiokIWC5tINEYgFCPHqp/0XF6OkUAo\nSiA0+eI7OhbkG4+c4P/+8vi8x3CsdYj+UT//9eQZpacOgDeR5mU167imsRSAty7TCGwg0VtmXVWu\nsm0x/O+vWl+Mw2rglWM9eAORyx+gkhFEUWTYFaTQYc5YAaoz6OJA32HKraX8xY5PUWKRHH4uVzws\np5xZEkXvZp2Zz2z9BH+69ZPkGh14wtkZsXHLEYqkvi35pjxM2ukjp4FoALNOSmupsVeiETRoBQ2N\nBRu4b/Ud/P6G9046ZrWjhs/t+AwCAq927SMqjk/UCtJEbOwGK9F4VHFBA3CFXAgIlNtKGQmOEo6l\nb7zrS0phc4VS+20MB0fIN+VRZpWuU8nd5ocDIxSa8pX+PCpXHsWWQh6suweAhoL1mHTSuRDKgIFA\nr7ePi2OXePbiS/zL0e8oNXvzoSDHSCgcSztXmAlyKlqufeGzK1RUVBaHrL2jeRTjgHQRG2mSkS4d\n7WT7CCJwtmM0pch/LnQNSqu3Lm+YHzzTrKz6yBEbq0nPxlV5OKwGDp0dIBqLK8fGRZFv/eoUDz92\nkrMXRxlwSpPBkjyLsuoTSdp/odDrtNyxu5pQOMZT+y8u+OurLAyeQIRQJJZR4wC5o/2WogZseqsy\nwQ/GpIiMJ+zl1+efmhTFkPuhJK/06zU66vPrsBsmp1RlC3LqVXLERiNoKLeN96IQJtQHyWJDjtiU\nWIv55t4v87Xr/55PbfkDbl91c9rUMgC7wUatoxqR1NXitKloBimFNLnXjDPowm6wsalwI9F4VLHm\nnUjy9y2nu4HUdNET9lJoyqcmRxJkB/uPEIvH8EX8eCM+ii1q1/QrnXdU7+XzV/0Z76i6HpNWuh7J\n14ClRK7tKTDl0eXp4etHvjWtw+BMmG+djcsTQqsRUnrpqaioZDdZK2zkCMlUqWiQ3kDgZJtkWxmP\nizRdmHvvB5CETa7NQMOqPE61j/DiEamfhSyYrGY9Wo2G3RtL8AWjnGofz4P3BSKcaBvmVPsI33jk\nBL/ddxGAknwzf/P721lb6eCGLeXzGt9U3Ly9guI8My8d7Zpznx2VxWXYlTAOyGB9jeyEVJyI1Mir\ntXLE5ujASV7pepNfn09t2Cf3W5HdvJKx6a2E45EpowuZZLxYPtUFrDJJ2IiIKTUGctqdRTcuQA1a\n/YyjHA0F6ydtS+dCZjNKwsab+G6l+h0nJZYibqq8DoPWwIudrxFNkyKU3P8mWdjIvW8KzfnkGh1c\nW76bQf8w+3vfZjBh7yv/9ipXNlX2CvRavXINCGQgYiOfa7fV3MQfbvoIAgLPdbw0r9fMn6czmtMb\nItdmUM0CVFSWEdkrbHySeEi3UpI3oZdNKBKj5ZKTZw5cpLnTidko1Sycah+edOxM8QYiOD0hqkvs\nfOKejeRY9Dz2ahud/R7FFc2WqI1Il47mS6SrbajJY+f6YmLxOBajjqJcM7VlOfzN7+/AsQjmASBF\nbT58ez2iCD967hyx+MJHhlTmx7A78805BwPy5FZatTcmIjZyjY2c1nR44FhK001fmoiNjE0v1Xhl\nYzqa3LfFMaFYvsKW2j38yMAJujy9wHgPGzliM1u2Fm1CK2jZXrxZ2ZYu9XBixOb44ClERLYWbcJm\nsLKnbCfu8NgkpzVI7X+TLGyGEg5vsgvbXbW3YNQaeKbjReX3VCM2KsmYEgI+EwYC8oKKSWdic1ED\nxZZCXOH5LcwVJCI2cxE2wXAUtzespqGpqCwzslbYuBO5rekK7OXw8qgnRFPHCH/y8Bt8/efH+fXr\nF4hE49xzTQ0Om4Hz3e5Jx86UrgFpdbeq2IbDZuTj92wkFhd55mAnvmAEQQBTQkBVl9ipLLJysm1Y\nqWuRozo1pXY+/UAjX/+jPfz9R3cuWfHhxlX5XNNYyqUBLy8fyd5O8Fcqcu+jTDbnVFbtzdLkdjxi\nI00Ckus1ftP2rJKKKfd1kRtLJmMzJJpNTpGOFovHJtWBLDRxMc6lsW7i4rig90cCDPmliX7OhIjJ\n2tzVaAWt4g72i5bH+e7J/yESjyqryGbd3ARoqbWYr1z7t3x04wdYn7eWu2pvTbufPSH6WQo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6P53I7PkD+N25uKymzYVLgBq95CuU1a+Cgw53PedYFebx81OYuzKBMX44RiYYwT0mFX5VSnCpuo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\nG3Ls9NkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x120e45be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<abupy.MetricsBu.ABuMetricsBase.AbuMetricsBase at 0x11d2f1668>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "buy_factors = [{'xd': 21, 'class': AbuFactorBuyPutBreak},\n",
    "               {'xd': 42, 'class': AbuFactorBuyPutBreak},\n",
    "               {'xd': 21, 'class': AbuFactorBuyBreak},\n",
    "               {'xd': 42, 'class': AbuFactorBuyBreak}]\n",
    "abu_result_tuple_gb, _ = abu.run_loop_back(read_cash, buy_factors, sell_factors)\n",
    "ABuProgress.clear_output()\n",
    "AbuMetricsBase.show_general(*abu_result_tuple_gb, only_show_returns=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "小结：\n",
    "\n",
    "* 上面通过位移路程比进行选股的策略编写在实现细节上可以有多种变种，比如使用多个时间段的均值和阀值进行比较，针对震荡太过剧烈趋势反复的和走势太过平稳的情况分开阀值进行判断等等，上面的实现主要是为了好理解，而且介于篇幅这里没能再多介绍几个选股因子并行生效处理，在之后的章节会有更加完整详细的示例，请关注公众号的更新提醒\n",
    "\n",
    "* 与期货市场类似的是美股期权市场，abupy同样支持美股期权市场的回测分析等操作，但由于暂时没有合适的可对外的数据源提供，所以暂时无示例，后续适配合适的期权数据源后会完善美股期权示例讲解，用户也可以在abupy中接入自己的美股期权数据源，详例请阅读第19节：数据源"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#### abu量化文档目录章节\n",
    "\n",
    "1. [择时策略的开发](http://www.abuquant.com/lecture/lecture_1.html)\n",
    "2. [择时策略的优化](http://www.abuquant.com/lecture/lecture_2.html)\n",
    "3. [滑点策略与交易手续费](http://www.abuquant.com/lecture/lecture_3.html)\n",
    "4. [多支股票择时回测与仓位管理](http://www.abuquant.com/lecture/lecture_4.html)\n",
    "5. [选股策略的开发](http://www.abuquant.com/lecture/lecture_5.html)\n",
    "6. [回测结果的度量](http://www.abuquant.com/lecture/lecture_6.html)\n",
    "7. [寻找策略最优参数和评分](http://www.abuquant.com/lecture/lecture_7.html)\n",
    "8. [A股市场的回测](http://www.abuquant.com/lecture/lecture_8.html)\n",
    "9. [港股市场的回测](http://www.abuquant.com/lecture/lecture_9.html)\n",
    "10. [比特币，莱特币的回测](http://www.abuquant.com/lecture/lecture_10.html)\n",
    "11. [期货市场的回测](http://www.abuquant.com/lecture/lecture_11.html)\n",
    "12. [机器学习与比特币示例](http://www.abuquant.com/lecture/lecture_12.html)\n",
    "13. [量化技术分析应用](http://www.abuquant.com/lecture/lecture_13.html)\n",
    "14. [量化相关性分析应用](http://www.abuquant.com/lecture/lecture_14.html)\n",
    "15. [量化交易和搜索引擎](http://www.abuquant.com/lecture/lecture_15.html)\n",
    "16. [UMP主裁交易决策](http://www.abuquant.com/lecture/lecture_16.html)\n",
    "17. [UMP边裁交易决策](http://www.abuquant.com/lecture/lecture_17.html)\n",
    "18. [自定义裁判决策交易](http://www.abuquant.com/lecture/lecture_18.html)\n",
    "19. [数据源](http://www.abuquant.com/lecture/lecture_19.html)\n",
    "20. [A股全市场回测](http://www.abuquant.com/lecture/lecture_20.html)\n",
    "21. [A股UMP决策](http://www.abuquant.com/lecture/lecture_21.html)\n",
    "22. [美股全市场回测](http://www.abuquant.com/lecture/lecture_22.html)\n",
    "23. [美股UMP决策](http://www.abuquant.com/lecture/lecture_23.html)\n",
    "\n",
    "abu量化系统文档教程持续更新中，请关注公众号中的更新提醒。\n",
    "\n",
    "#### 《量化交易之路》目录章节及随书代码地址\n",
    "\n",
    "1. [第二章 量化语言——Python](https://github.com/bbfamily/abu/tree/master/ipython/第二章-量化语言——Python.ipynb)\n",
    "2. [第三章 量化工具——NumPy](https://github.com/bbfamily/abu/tree/master/ipython/第三章-量化工具——NumPy.ipynb)\n",
    "3. [第四章 量化工具——pandas](https://github.com/bbfamily/abu/tree/master/ipython/第四章-量化工具——pandas.ipynb)\n",
    "4. [第五章 量化工具——可视化](https://github.com/bbfamily/abu/tree/master/ipython/第五章-量化工具——可视化.ipynb)\n",
    "5. [第六章 量化工具——数学：你一生的追求到底能带来多少幸福](https://github.com/bbfamily/abu/tree/master/ipython/第六章-量化工具——数学.ipynb)\n",
    "6. [第七章 量化系统——入门：三只小猪股票投资的故事](https://github.com/bbfamily/abu/tree/master/ipython/第七章-量化系统——入门.ipynb)\n",
    "7. [第八章 量化系统——开发](https://github.com/bbfamily/abu/tree/master/ipython/第八章-量化系统——开发.ipynb)\n",
    "8. [第九章 量化系统——度量与优化](https://github.com/bbfamily/abu/tree/master/ipython/第九章-量化系统——度量与优化.ipynb)\n",
    "9. [第十章 量化系统——机器学习•猪老三](https://github.com/bbfamily/abu/tree/master/ipython/第十章-量化系统——机器学习•猪老三.ipynb)\n",
    "10. [第十一章 量化系统——机器学习•ABU](https://github.com/bbfamily/abu/tree/master/ipython/第十一章-量化系统——机器学习•ABU.ipynb)\n",
    "11. [附录A 量化环境部署](https://github.com/bbfamily/abu/tree/master/ipython/附录A-量化环境部署.ipynb)\n",
    "12. [附录B 量化相关性分析](https://github.com/bbfamily/abu/tree/master/ipython/附录B-量化相关性分析.ipynb)\n",
    "13. [附录C 量化统计分析及指标应用](https://github.com/bbfamily/abu/tree/master/ipython/附录C-量化统计分析及指标应用.ipynb)\n",
    "\n",
    "[更多阿布量化量化技术文章](http://www.abuquant.com/article)\n",
    "\n",
    "\n",
    "更多关于量化交易相关请阅读[《量化交易之路》](http://www.abuquant.com/books/quantify-trading-road.html)\n",
    "\n",
    "更多关于量化交易与机器学习相关请阅读[《机器学习之路》](http://www.abuquant.com/books/machine-learning-road.html)\n",
    "\n",
    "更多关于abu量化系统请关注微信公众号: abu_quant\n",
    "\n",
    "![](./image/qrcode.jpg)"
   ]
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